R Notebook
library(Seurat)
library(SeuratDisk)
library(SeuratWrappers)
library(monocle3)
library(pheatmap)
library(reticulate)
library(scrubletR)
library(ggplot2)
library(patchwork)
library(dplyr)
library(data.table)
library(clustree)
library(reshape2)
library(tidyr)
library(gridExtra)
library(stringr)
library(plyr)
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/tools/seurat_functions.R")
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/tools/seurat_integration_functions.R")
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/xgboost/xgboost_train.R")
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/xgboost/plottingFxns.R")
obj.opossum <- readRDS("E:/Transcriptomics_V1/Opossum/seurat/opossum_v1_glutamatergic_processed.rds")
obj.mouse.P38 <- readRDS("E:/Transcriptomics_V1/Mouse/seurat/mouse_v1_P38_glutamatergic_processed.rds")
colors_list <- list(
# Glutamatergic
IT = "#FF6C88",
IT_A = "#FFB3B3",
`L2/3` = "#FFB3B3",
IT_B = "#FFA07A",
L4 = "#FF7F50",
IT_C = "#FF7F50",
L5IT = "#FFA07A",
IT_D = "#FF6347",
L6IT = "#FF6347",
L5NP = "#FF4500",
L5PT = "#32a852",
L6CT = "#7de89a",
L6b = "#206633",
# GABAergic
Pvalb = "#1E90FF",
Sst = "#87CEEB",
Vip = "#87CEFA",
Lamp5 = "#4682B4",
Frem1 = "#ADD8E6",
Stac = "#5F9EA0",
# Non-neuronal
Astro = "#8C8C8C",
Micro = "#A0A0A0",
OD = "#B4B4B4",
OPC = "#C8C8C8",
Endo = "#505050",
VLMC = "#B4B4B4"
)
Idents(obj.opossum) <- "subclass"
obj.opossum.IT <- subset(obj.opossum, idents = c("IT_A", "IT_B", "IT_C", "IT_D", "L5NP", "L5PT", "L6CT", "L6b"))
Idents(obj.mouse.P38) <- "subclass"
obj.mouse.IT <- subset(obj.mouse.P38, idents = c("L2/3", "L4", "L5IT", "L6IT", "L5NP", "L5PT", "L6CT", "L6b"))
obj.opossum.IT <- ClusterSCT(obj.opossum.IT, resolutions = c(1))
obj.mouse.IT <- ClusterSCT(obj.mouse.IT, resolutions = c(1))
```r
DimPlot(obj.opossum.IT, reduction = \umap\, group.by = \sample\, label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltUGxvdChvYmoub3Bvc3N1bS5JVCwgcmVkdWN0aW9uID0gXFx1bWFwXFwsIGdyb3VwLmJ5ID0gXFxzdWJjbGFzc1xcLCBsYWJlbCA9IFRSVUUsIHJhc3RlciA9IEZBTFNFLCBzaHVmZmxlID0gVFJVRSkgKyBOb0xlZ2VuZCgpICsgeGxpbSgtMTgsIDE4KSArIHlsaW0oLTE4LCAxOCkgKyBjb29yZF9lcXVhbCgpXG5gYGBcbmBgYCJ9 -->
```r
```r
DimPlot(obj.opossum.IT, reduction = \umap\, group.by = \subclass\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin 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 -->
```r
```r
DimPlot(obj.opossum.IT, reduction = \umap\, group.by = \type\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
p <- DimPlot(obj.opossum.IT, reduction = \umap\, group.by = \subclass\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
ggsave(\E:/Opossum_Paper/Figure 2/Opossum_V1_IT_UMAP_Subclass_FullSpace.png\, plot = p, dpi = 300)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDcuMjkgeCA0LjUxIGluIGltYWdlXG4ifQ== -->
Saving 7.29 x 4.51 in image
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZ2dzYXZlKFxcRTovT3Bvc3N1bV9QYXBlci9GaWd1cmUgMi9PcG9zc3VtX1YxX0lUX1VNQVBfU3ViY2xhc3NfRnVsbFNwYWNlLnN2Z1xcLCBwbG90ID0gcCwgZHBpID0gMzAwKVxuYGBgXG5gYGAifQ== -->
```r
```r
ggsave(\E:/Opossum_Paper/Figure 2/Opossum_V1_IT_UMAP_Subclass_FullSpace.svg\, plot = p, dpi = 300)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDcuMjkgeCA0LjUxIGluIGltYWdlXG4ifQ== -->
Saving 7.29 x 4.51 in image
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltUGxvdChvYmoubW91c2UuSVQsIHJlZHVjdGlvbiA9IFxcdW1hcFxcLCBncm91cC5ieSA9IFxcc2FtcGxlXFwsIGxhYmVsID0gRkFMU0UsIHJhc3RlciA9IEZBTFNFLCBzaHVmZmxlID0gVFJVRSkgKyB4bGltKC0xOCwgMTgpICsgeWxpbSgtMTgsIDE4KSArIGNvb3JkX2VxdWFsKClcbmBgYFxuYGBgIn0= -->
```r
```r
DimPlot(obj.mouse.IT, reduction = \umap\, group.by = \sample\, label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltUGxvdChvYmoubW91c2UuSVQsIHJlZHVjdGlvbiA9IFxcdW1hcFxcLCBncm91cC5ieSA9IFxcc3ViY2xhc3NcXCwgbGFiZWwgPSBUUlVFLCByYXN0ZXIgPSBGQUxTRSwgc2h1ZmZsZSA9IFRSVUUpICsgTm9MZWdlbmQoKSArIHhsaW0oLTE4LCAxOCkgKyB5bGltKC0xOCwgMTgpICsgY29vcmRfZXF1YWwoKVxuYGBgXG5gYGAifQ== -->
```r
```r
DimPlot(obj.mouse.IT, reduction = \umap\, group.by = \subclass\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin 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 -->
```r
```r
DimPlot(obj.mouse.IT, reduction = \umap\, group.by = \type\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
p <- DimPlot(obj.mouse.IT, reduction = \umap\, group.by = \subclass\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
ggsave(\E:/Opossum_Paper/Figure 2/Mouse-P38_V1_IT_UMAP_Subclass_FullSpace.png\, plot = p, dpi = 300)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDcuMjkgeCA0LjUxIGluIGltYWdlXG4ifQ== -->
Saving 7.29 x 4.51 in image
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZ2dzYXZlKFxcRTovT3Bvc3N1bV9QYXBlci9GaWd1cmUgMi9Nb3VzZS1QMzhfVjFfSVRfVU1BUF9TdWJjbGFzc19GdWxsU3BhY2Uuc3ZnXFwsIHBsb3QgPSBwLCBkcGkgPSAzMDApXG5gYGBcbmBgYCJ9 -->
```r
```r
ggsave(\E:/Opossum_Paper/Figure 2/Mouse-P38_V1_IT_UMAP_Subclass_FullSpace.svg\, plot = p, dpi = 300)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDcuMjkgeCA0LjUxIGluIGltYWdlXG4ifQ== -->
Saving 7.29 x 4.51 in image
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
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```r
```r
opossum.vfs <- VariableFeatures(obj.opossum.IT)
mouse.vfs <- VariableFeatures(obj.mouse.IT)
poss.shared.vfs <- intersect(rownames(obj.opossum.IT), mouse.vfs)
shared.vfs <- intersect(opossum.vfs, mouse.vfs)
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```r
```r
# cluster objects in shared VF space
obj.opossum.IT.SVF <- obj.opossum.IT
obj.mouse.IT.SVF <- obj.mouse.IT
obj.opossum.IT.SVF <- SCTransform(obj.opossum.IT.SVF, vst.flavor = \v2\, residual.features = shared.vfs, return.only.var.genes = FALSE, verbose = FALSE) %>%
RunPCA(npcs = 30, verbose = FALSE) %>%
FindNeighbors(reduction = \pca\, dims = 1:30, verbose = FALSE) %>%
RunUMAP(reduction = \pca\, dims = 1:30, verbose = FALSE)
obj.mouse.IT.SVF <- SCTransform(obj.mouse.IT.SVF, vst.flavor = \v2\, residual.features = shared.vfs, return.only.var.genes = FALSE, verbose = FALSE) %>%
RunPCA(npcs = 30, verbose = FALSE) %>%
FindNeighbors(reduction = \pca\, dims = 1:30, verbose = FALSE) %>%
RunUMAP(reduction = \pca\, dims = 1:30, verbose = FALSE)
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG5EaW1QbG90KG9iai5vcG9zc3VtLklULlNWRiwgcmVkdWN0aW9uID0gXFx1bWFwXFwsIGdyb3VwLmJ5ID0gXFxzYW1wbGVcXCwgbGFiZWwgPSBGQUxTRSwgcmFzdGVyID0gRkFMU0UsIHNodWZmbGUgPSBUUlVFKSArIHhsaW0oLTE4LCAxOCkgKyB5bGltKC0xOCwgMTgpICsgY29vcmRfZXF1YWwoKVxuYGBgXG5gYGAifQ== -->
```r
```r
DimPlot(obj.opossum.IT.SVF, reduction = \umap\, group.by = \sample\, label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
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<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltUGxvdChvYmoub3Bvc3N1bS5JVC5TVkYsIHJlZHVjdGlvbiA9IFxcdW1hcFxcLCBncm91cC5ieSA9IFxcc3ViY2xhc3NcXCwgbGFiZWwgPSBUUlVFLCByYXN0ZXIgPSBGQUxTRSwgc2h1ZmZsZSA9IFRSVUUpICsgTm9MZWdlbmQoKSArIHhsaW0oLTE4LCAxOCkgKyB5bGltKC0xOCwgMTgpICsgY29vcmRfZXF1YWwoKVxuYGBgXG5gYGAifQ== -->
```r
```r
DimPlot(obj.opossum.IT.SVF, reduction = \umap\, group.by = \subclass\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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2PtVzZd43SlHDFPSijZOiZWvZK95PeRpS9NkpytdFwUd3QfO1QwT0oo2QpuxdWVrIhKVrzk29WVLKzLzBnk3VdzBnmumCcllGxEiFj3vl2Tdd06WXktjPrgb99qr+rTfP17t4vi6jvavwU0ME9KKNmI+GiKaI9/GW1p9q4Vaz7gSotgnpRQsgFXJvd+OAqjjI616K3H7L6zv/Fnf5qrX2eNeVJCyQYGJUuT5T6blKz3QnLIFvOkhJKN8BmrbaH8c5SrXlrJ3d4dnaH74KGKeVJCyVJtiPb3/fs2UfZwi7KNVPt+3e+aPei/PWI2/W6X/xtAFfOkhJKl4pL5JzHbtVZpX4ektlX7ePpSS+Yqiz5v4euRF+ZJCSXr69XHl6zsFmP+xpUlC4s0ZIh5UkLJ+gYlK8tmHdauxcr2jbnN7RZbvefM34GiZYV5UkLJnLBNabhs2XfaBVkomf2nWpsxWzJSlhPmSQklc3ol8wswu+c/3bY0b9LzLuMty/Rj5IN5UkLJVgghi0rWHufvStbeQMrQwzwpyblk/e3JldoWdXvJupLZ1VkbsUHJzL3ZvMxXxvO0nQ+/9734w9OvvPyKyJl9WZbMtmVdyeJty+7/ww3te6N7+uv4YFqfsuqgGn57LFWO87S90/uH7RP9L4az+Z7eLJ4VudjCkku2n6Qq+iBdJXWfWLm/P5SsjG4eK1lttzsPKFnGFjxPF3f6ujto6bNuHUbJNmnStG90Sds3N9hPHcT3Gy3ZUNkdjVGaDUp3zP+Bv6B/d5+RfWTJD8PiLXWeRBx1C7Lb7f+7q15Rsk32e3zP9uNq7a8KWbICMzc0DXMlszkrS79FadiS9Wq2y18TE7PUeZJw0hTsc81i7PTdQ58ySrZZP2Vulda/j3nb++Lxkh24/f52TRauGRuddZ5EjJZlZrnzdHFH/krKT24VxbVuA5OSbdBfkpliVVU/Zdsqg26r0jx/WSUH+Q9eAtNve8r+bpiwhc6ThNPXi7037ftPXcoo2QYjJWuMlqy5oVlorUicXZb5irmSmTq5S1+Ekg1fmxxZWeg8SUii1XzQLdAo2XrjIWtKVpk39k7uTVkOtjtb9ozLKGRm71h3LJm9Szjuoq4Hr+hLybKzzHkSkUbr8WFR3KBkm6woWbsoq/ol62o18hSjOWPc7jCLNi3LeCd/XLLwPCYpy9Yy50lEvHVZm/3/dyjZWqs6ZmNmtyT9GizesR9xyzH7QezgIPma/g5+Ni/ztcR5knLUrcK846IpGyVbZ0PJujftBuWmw8hGK+afwgzWdIyQZWaJ8yTlpEgWZV3K/jMlW2ltx/Zrt6us3K/jozLGFmajJTMXwejd3TRr7HzyXf+2mJblzZOc9hD/vevfCqdZ3uuO96dkK2yzIvNvo51lKzYy3TUWbciq0XuPrcYoWY6WN0+CntzsheuYkq22cjHWfcqtyOx7Zvsy2SMWsXv8+2uy2h4nG+7Yaxchy9fi5knU6Ru9cLVH+1OyceNrsOEWZndERlwyo/9+6a987Upm+3YwKFnYuKzpWK4WN0/CTh/8x+QiPqf3n6dk47Yombm1SVllviD+8v76bFCysF1p3hk7tp+SZWtx83Q5nt5+4cWLBW3+JTvpng85Sl/p6C8M4vWz7lM/+cf+cryR2bv2j9U/43Kotq8Xl5Ss/zqYl/ZHwFTMfp50XPxgjPxK1vipXzArs/b/yv3+9mVisJssrNBsyaKD+rvzMNlFlrXZz5MOSuZK5t//hRU7/H+2+NPmnb/2c79U/KS/V2mOK1v/vGWq2SZ1B5aFV1kyfMkGr0aOTMx+nnRQsqRk+z/XNWr06Utfsv39TxTFH4w+U9s0hW8ZduuPbVe2r+LbHVEWr7yS1Zi5TMYl/x0wCbOfJx2UbKxko45Cyfb/arP5+ehReC6gKkdKtkL36dI/UVnbyyuaktUHbs8ZMjX7edJBydKtyzUli9Zk7Qd//L8/sk9r1vthv5f5LvaDsle0qkqbFsIVH0lWD17FHDmZ/TzpoGRnK1lpP2ju91LZbYWme/LNd/G3DLcqo4yVK0+zlCjZo0ePLv5NcPlmP086KNk2W5e1LVn78iB+8/Ln7bXKkv345tu4qq3awGySdpCWLOwkO1fGRp9+/bttzuJ7hRemaSWn4mIyZj9POijZ+pI1sXK7/5Oty08Uxacru8aqkq3LeH22qmQHbcran3fgNyZ725fn+hX6JXvUCTmjZHMw+3nSQcm23uO/VcnClma9OmRmUdbeI7TrYgeR9Q4kebN+FNTd/9p/mpI9d8G/FXZu9vOkg5LFGdhfVbJ2XfaNULKyLdmN9vCLJkpxvsbeHWd+YLwK21HJ6tp/QMnmYPbzpIOSRRnYHyuZf5XLaE1Wlp+42ZWs+6J0rZXkargUM2/8S8K1L60Uv7zSRX+Fplcf763JHtkPqpqSzcHs50kHJdtUMp+zL/mSNYH6YVF8oStZ3KmRhVc/Ze0tlSvZQfO+zDX7u1+h/equZH/g15KS+aK1JeMZzamb/TzpoGT9kj3z5ZGStVfuNyUrzZrsA3O/bpEVFmKDlq06xN8cvn9gLu0TnrS8eMkODh79oCnZWMgePfq//6r4U5Rs6mY/Tzoo2XjJ4vOVanOqeLJ1+aXij/4Ht6u/f8BrXLLh58xSLD4VKToG48K/QrMq+0HxY2nJareFScnmYPbzpIOSbb112Z2tZC/c/xufKn653F9dsGgBFtZmTdX8VTBCyaKjL0RKVv+gKF4aLVlZUrIZmP086aBkPgNdo8ZL1r0ub1ey5r0mQp8omiWZ2dVfJ8VavTYre89yevYEzLK8QMjWl8xpSxa5c4E/GXZn9vOkg5IlJRs7W6k9kj8qWV39z/tFd65S94ntQtZuZXYbmrW5b/zj42teX/BXcO//WrIei/eTUbLJm/086aBkLgP7q9Zk7vLX8ZUWr75dmUtfb7F92WbLH0Rbm63MdFF28SvErixZf48/R2FM3uznScfpd78ZvXrceSy2ZMlFypq7+ZL9kb/3b9odXVV3QMVYzOwCLdrbX3VrstrcuUo2L6vKX/L6or+Cf5+Szdjs52nHPvydl1/55sWaNW7+JTOG/SqTkpmcld3zmOZJSVOyeMPSt6vqb3LGJYuOjO2euLRvLpKy7UrGkbFzsJB52pEnt8xy4rp8yxZRsrhgoxeMta9tWZf2eLIuTeaqiVG9opKFdyu7KDMODpKS+WctRUvmj/enZPOzhHnamZNDt2Uk88pwsYWUbDxh0U0H9rUtbcnKtmntjq92cVZVvX3+br9YVzD7pjYls4uy2lzeur1yf1uy7oqx53/8oyWLW3bQHn1ByeZgCfO0K0/blyDfe/F2m7Jr0quyRZSsjrYh3Q6z1M+3JXOXuzZx2jf96lest6+scouyutsmtV1rf6bLW21iJrjH378fr8go2TwsYp525LiZxBvN29Pf2sGT70so2cjm5KBkZoVmXqU33XIcyVgVVmX2A5O0+KVLuteEs9rv2S3PzomSLccC5mlnjkzIzHvS/y0vtGT+lcXNVqTb1mwvfVGbfWTxiqvXtSr+RF3GJbNbmu1TluZN5T/eQcnq2h1S1r6fXmnR/TeBaVnAPO1K8x+w+2/7RH7zcmklq0PL3KfafWLmVS0ru7t/rFi9krmO1aFedV2XoWRV/M4FXxNuY8m69ynZHCxgnnYlOvr18aH4Pv8Flax2u/TruGS1O2myy5nNkzkByZWssmuveC+ZO6TfPx3QfTu/5z/kyz2nqfbbY1IWME+7EpXs4of0DyygZCMbly5kVrhI4r75sHRbi6ZklT20zO3ed7vHmvT5Q2ervrDP3+8sA+Y/TztDydZb0bH2qmRBZS+SmHQp2gPmd4H1DpT1G6NV7yuGtH5/TMrs52l3KNk6owuyYcncnbuS7fua1WFfmb9+T12mtTO3m1j1S9bdfLCbjJ30nn7llPFZmPk87RIlWyfZ2V/5I8bqbhk2Vpjunm4JZnfg226FvWM+ZdE70Q5+9274+IK7/MdQslma+TztEiVbKy2ZbZlty2heki1If6RFaQ96rcuwEVr7k5l8wHqLMl+yCxyCgUWZ+zztECVbY3gARmVC1kamOwq2Xxjz2eSoizK+kGK8MjNHnvV3qMW7+StzIFmbMo1fH5Mz73naKUq2htuarGp7CIbZ6OsCtr+iZPv7pd+SNO3q1mAuXeZJS3scmd9ZNtzBn5bs8n91TNK852mnmnztfeblzhcP/bsvv/yKyDGyMy9ZbdJkNypru2FpD5BY+QXj54tHmSpdrfyVf/r9Gnx0ib8xJmz287Q73QnkI2RWZ8soWbR56Zqysi1ddsqRlNmERUXzm5793WNp0CgZvNnP0+5QsvX6O8o23T/JVHxsvytZGZ7X9FfK6D7Xe+aSjmFo9vO0O6ff/eaoC1722lpIyep665KVacnig8eqaA+Z25MWtjWjhdnImoyYoTX7eZqr+ZcsvVzsFvePNhzTK2FEt7ersdpdjGxTyWpKBmf+8zRpp/cOi+LKqyOruCWVbL/eqmS1LVZd+oP73XFkYUvS161Md525ZIX3yRgi85+ny/bgn2+/n+zxodm1Fl8vxlpUybYJ2f6+e/HxOj2YzL/QUrhKhluJ2bXZ+C4ySobI/OfpUn147yzX92mP47jbtG/sa/Irmd+a9Cuv/TpdikUl659qTsmw3vzn6RI9uHW25y6P7X2bpdng8nwLKFntr+O/3R7//i6yMlwYNr5CrN+mLDeVjIuTwVvEPF2KdjnW2frqsc2SzAbseJi/RZTMnaZUR8eTrRQf3Z8eimFf0nJ47Z5y5ACMXtAu49fEDCxhni7De7ftHq+xvfcrhOspPz4c7ClbTsnsYbFbRCUpWRVS1n0ynLI0tgkZXSaWkmHEEuZp507v2+XY9bfO8mXH8Xmb/c3LRZQsXLx/c1JcxMrkHXc1jG795S/6M+xVtBZLi3YZvyVmYBHztFtuOXbmg/szKJm/cr+5AMY6g5JVZbTrzBUqOSS2typzizPWZBhaxjztjluO7f2Ls78oyZHfpRa/YqI/60nyYarx+/q33eNvtiajkqXJcpf2SZZj7eZnckO4885/QczEMuZpV5684bcqz3FhnxxKVidnj6/nd/K7vf/uJUp6u8dCyWq7zz86oqxmSYYxS5mnXXj3+a44V15reyRWMmtZJdvqGP+wJgsHlfnzxMt4qVX6SJmKJa9uSckwYinztAPdtTD2Xn3ff0TJxm15aGx0mX6/u6wKu/hrc465vyKGP0+zTruVbo2SMhjLmSdxbcnCk5XnKNmxL9ly9/h3tty+7JXMXE3RnC7ujyXze85csXol6+0po2SwFjRP0uz1yV58y33Ec5erbLmnrEy41+ktfb2q6Lj+2u3OD+kaPZ6MlKGzpHkSZ85OKvY++/65ShaOh13qkbHe/lZJiU9Sqt0TmOXYU5jm+te9Yy6id5OzmABKtoE7RenKa//n7CVb/tlKwTZJidZj5sP4Ythjiy0bqn7jkpLt+hfDTCxrnnbBHxh79steH9vTlZZ7Bnmwbcnsc5Z1VLLoBeHCJTBqdzmzXsQGYQNaC5unnTi9/7w9rOzts33hwq/qc2ZRttoP3fZiOMzfHnLR3hB9Klmjja3dAEq2HXeIrD8oYzvLvtLiWUXbll2B7EV90m3LcFEMf9HYFQWjZIjkN0/ndGp3/xdXXjvLVy356tdn5c9UqqOrlIVNy3DNRVMw9+zmqqtgUDJE8pun87O7/3mVuHPyO/vdof3d4f5ltAaro1OVah+3em3JtH8rTEN+83Qh7e5/SnZuYY+/2/Fvd4XFB4z1D39tv5A1GTbIcZ4u5PT+36dk5+TSFRWtNDvGHH8l/3LV9cgoGUZlOE/TkGnJzO7+6AXIu+1Ln6/o3ShlvbeUDEMZztM0ZFuy/uv2hqNc3Sv3jh0lO/ouJYOX4TxNQ4Yli9ZhZZkc3p+8sFJ6wP/w8rF0DCPym6et2TPIB9jjf04hY/aysf5K1+kyzL9kr49V+paSYSi/edoaJRNX9lVVFa3JwrVj+0fLjiTMrs60fyVMRI7ztCVKJm+QsrB1me4uS94JR2Ykb1iUIchynrbTlmzvrKdabi2/krkrYPT3+vtj++uwHivHSuYDRskwkN08bc++rNKOYpZhydwLJ8XXJkt38Pvrxg53hvnNyeQdSgYru3k6kw93F7NsSmZeif0o3UK/4V6KxC3KfvSvxzbkPz3YMdZ8w+r3Pl8882VChkQu83RuPmZnevnxzfIu2S+aEy79FbBXlOwXeysz88+3o8Zp/3aYilzm6SKefLWLWSEas8xKVncblF8vipfig8rCdTCakv2+L7fv/+h//OPmT23WXGErs67Di8X96NeLf1oUv+luA1q5zNMFyceMkpVh89KWzHTth58qoq3HoR8ePvPvPl/c6b4nJYOVyzxd3JM3RGOWXcnK0ZK5mLUle9N82Ky5imfedK9PPtj1Xx8XH/nON8zrhxIyOLnMkwizMuN4sjPZWLLSlewl265vtCXrHx3rQ/b088Wnqw+aVVtNyRDkMk8yHtymZGe1dckKW7LyS2brcqRkbblO2k+2Oat93ABKtrXTB/ZFlq5RsrPoSmZ79fVir7+fzBxDZvf4d37jU80f+SV/fEa/ZEfFte9U9TeKaw8pGYJc5umCwlX8x67Jfx6Zlixak4UL9ycl+/f/pPjDrmTD8y3ti4g2m5fFF6raHWIG5DJPFyGfsTq3kpmrXCclc2dbmvfj4+VHAtgAABTsSURBVMl+6r+1d3Nbl71l2Qfd1n17dOzPdGWjZOjkMk/ndvrbNmNXvyaXsTq7kpl4ncQlC0Frn7CMSvbMPyueecmv2tKS/ejXu2ct28Njf/w3qRi8XObpfPxr9l69K5qxOreS2Wb5NVl4kThXsl9ptyhbv/tf25i95K/4k25hPj7sjiTr3vk0JYOXyzydg8/Yi+IZq7MrWRWVzL2sUvxKl+2azBzXX5X/trDPY468bu+3o3OZPvId7d8N05HLPJ2DuT7Zi3d3893zKlltXm7kg2Q/WZWWrD1bqX2xkvYg/594yV0Ro06ev2yPmg1boV/W/t0wHbnM0zl01yd7eegVkRVaZiWrfcncBchK+5Jx5tlL+9xl94kf/pJ57tLEKylZ86kv2EuVNe/+jPbvhunIZZ7OgWvGioiPwrAlq9yesrAu646Mtelq7vX7vxxWbvHBZN9o9/Obk8mb5dmPi/ybwCLkMk/nQMlEtCVzW5RfdzvA3JOWYbPxV8yGZ3vrlwq/Edo7mqz8R92xF+bQi2+3h5Sxzx9GLvN0Dqff/eaob7F1eRZdyewmZa9k0aZjUzJzVZ/qd9uQuac4e/v7v97Fy16o7Pc+X3zkO5QMRi7zNDlZlay99HUVHRlb+7Mqo/1kwR8KTwykazKzcenqduSuFwRQMi1ZlcztFwvHk5nnMiu/rywq2d+5+8GKknUH9odVWnO3G9q/HaYil3manGxK1ipXiF8azizOarNiC1+RvtZl8iqY7CRDkNM8TUpOJfMvOd7rWF37LczwWuTl4N5Vd1dbsiRsxAxORvN0Zh9+L/a+7DfPrGT+GLLwSpfhsNiqtK814k5eiiPW/Z8LWf8pAEoGK6N5OqvhURhXXpF7tbicSlbXvlp2ifVB7y/7y6FkVRl617/bF9yr9taUDKms5ulsRo8nuy51CmZWJYsiZt6OlqwOCbNvToYlq6q6qnjpXvTlNE9n9PT2C4nDbpiucaXFs2u3H0PJ7O6u5IoYdbTHP9rANF88tj1JyZDIaZ4u7L03mpQ9J/O9sipZFyW/h8w/Uxlfqj9ajUV3a794sG8s/VD7d8M05DRPAt4tpI7GzKlk4cnKsOJK0hXt6PfnZJZmITdSMnb5YyijeRJxJHU0Zo4l60nOVwoVi7s2KNnItiYxQ03JzupEak8ZJYuubF1G7arcTjW3jutOdRrbuKzd/2v/fpiAjOZJxONDroVxNmW58hD/sJcs3cIMny3tc5qDlZjJF5uXcHKZJylPb1Kys4n39a8MWWlLZp7hDDvWzH1Gnr+0CWNXGaxc5kkKJTuH1SWz54/Xbk0W3dGdnhROVRppGSWDldE8iaBkZ1d2++1HO+Z2lrmDLwYlG9u0TPeWETK08pknGezxPzv/vOTomsw/f1m7NVppDqVt/6n9BuSgZPY5Te1fDhORzzzJOJI6NDa3kvmVVpQ1kzF/MQy/QLNHVkT70aINzNrfUtd1Rctg5DNPItoTAe+IfKd8StYFLN6gjHaQmY1Iu79/uLUYXvCyf1y/vR8lg5XNPEk4vX8oduJlNiVbvau/8peO9XvKQqHMF7tPDHeT+eMwFH81TEgu83QOp19JX+fydveS5FKXjs+kZP2dYum7VeX3lNmk1XXYkqzXnKnkvj9rMhh5zNO5jF7V56rUa2DkU7LRVZm7iL87ft9eBcPuxO/eduePj3csDhklQyuPeTqXkZJdeU3q8mSZlKwMO8nceiwc9to7idzv4A+X/YmvdV2OtIyQwclins6n93qXb8le/zqDknXVSp64TLc03WosPEfpr3HtSmZuG1uZdT/BvUPPsPx5mqgsSlYN9oyle/z7e/Ojlx3pNj0HnwortO5YM7ebjJJh+fM0URmULFz1eqRk4ah+v8hy6y/34kr+6FdXq6hpZrlGw+DkME+TlEHJym7hNNiuHKTM7A+rQ6HizUf3prc2CweZKf6CmJDlz9NELb9k0VJs7Kgys5EYVmJuy3LstPCRkvn2af16mJbFz9NU5VIyvyKrqv72pXsd3tKlabBHPxjsKatDzwBKpmb5JRusw0ZKFvbwp6EafK/kU6vvhmwtf54mKoOSrbtWbNi+jOMUXwW2v32ZZm5N9JClDOZpmvItWR2XrI7Kle75So+v8Iu20Ze/pGfIYJ6mKd+SRQuyOizC/AItWWaVq8++jJ8YYI8ZMpinacqhZOtaForkTres7E6zuGXmac9o/36vY1H42NLMWxbzNEV5lawq+0f4192FYctoXRZXKv0e/cPHXMBs+qKrMCJbWczTFGVRsrhdvZL5YzO6O/afuuwfGDu+FLNnBPQWZ8hSDvM0SbmVbOUmpr1rfx+YvzH+5Mqr/BCy7OUwT5NEyaITk5LL9yRJCs9NVvE25rBihCxzOczTJOVQsjUNK6NrXvvLLUYli9ZqdRqwFS/jy5oscxnM0zTlVDJ/dWt/LFlV2de6XHGR/nBcxbojMHpt0/51oSmDeZqmHEpWxyUbuarPqutb1+bwi95xF3U9eJZz8GXIVg7zNEk5lWx069KnZ7jeir5DtETzyzNKhqEc5mmSsihZ/3oY/b39de+ESveP4T5fD+44HjO9XxP6spinKcqtZKPPXI6fGW6/Ntw83DGWXuaH/WSgZFooWbhqWRKk0h96EZ+FGVWvHlmjkbLsZTFPU5RHyTYeUtYGyV6x33CHy/p3fefCyqt/YR9KBkqmJZOSrV+URWus/mZiqNrIJmXd3zClZNnLY54mKLOSDY7BqOvSn60ULkwWd2wkVIOS1f17IFd5zNMEZVKyelXJzIGyRpyq9JawUjvoFWuQMFKWt0zmaXoyK9nqTcy6H6GRtVZyQ10Nti2H3wS5yWSepieXkqUpq5I3rmRBtNW48roXozvIoqQhS7nM0+RkU7J6pGTp7rL4jiNX8xkcNjbIWB2/jzxlM09Tk03JNmxbluMl818+vAbjcEHGNWNBybTkVrLhLn/TsDJJWf+LV59kmZSMq2Egl3manGxK5lO2eVE2tLJkwxM2/ZW0kaVs5mlqsivZqs3L1oYG9Ss2Hrc1QcTyZTNPU5NPydakzN3jbCVbkbWd/x6YsnzmaWIyKpndGRa2JkuzJbhuszLhksXrkWClnOZpUrIqmd8Z5vf8n+N7JGdo9pZlvCBJ9rKapynJq2SO26ysztWyFSVjQQZKpibvkm2/ZZmiZFghy3magpxLdsFvMtxtJvLYMGtZztMU5FmyWqZkyW4xQoaakqmhZFIoGWpKpoaSAYLynKcJyLRkNSXDTmQ6T/oyLhmbg5CX6Tzpo2SAoEznSV/GJWPzEvIynSd9uZaMHWXYiVznSV3OJdN+CFigXOdJXc4lI2UQl+s8qaNkgKBc50kdJQME5TpP6igZICjXeVJHyQBBuc6TOkoGCMp1ntRRMkBQrvOkjpIBgnKdJ3U5l0z7IWCBcp0nddmWDNgF5kkJJQMEMU9KKBkgiHlSQskAQcyTEkoGCGKelFAyQBDzpISSAYKYJyWUDBDEPCmhZIAg5kkJJQMEMU9KKBkgiHlSQskAQcyTEkoGCGKelFAyQBDzJO7x4XP+/dN7h0Vx5dWHw3tRMkAQ8yTt6c3Cl+xx07HW3puDu1EyQBDzJOzJrcKXrIna3t26fnBYPPtO/36UDBDEPMl6t12FuZId24I1S7Mb/TtSMkAQ8yTpye1mS/LQlaxZktmAHQ8XZZQMEMQ8CWrSVVz//uuuZCd+/9jjw8GeMkoGCGKeBD29efXt+tSXLKzEwurMo2SAIOZJ0vvNP5tKVjgKjw9YKuZJWijZUXHtYf82SgbsAvMkbVPJLEoGCGKepFEy4PIxT9IoGXD5mKeLsmck+cMs4j3+rmQ8dwnsFvN0UetKxlEYwOVgnqSFkoXjYTkyFtgt5klaKBlnKwGXhXmSFu3dP7bbnJxBDuwY8yQtKhlX9QEuCfMkLT7igistApeDeZKWHDvG1a+BS8E8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJQVwDtr/3U4Wfxkl2hOBedL+73ay+Mtgalu6PBycHf+WMLVZ5eHg7Pi3hKnNKg8HZ8e/JUxtVnk4ODv+LWFqs8rDwdnxbwlTm1UeDs6Of0uY2qzycHB2/FsCMH+UDMD8UTIA80fJAMwfJQMwf5QMwPxRMgDzR8kAzB8lAzB/lCx3jw+f8++f3jssiiuvPlR8OBN4CM7E/jJYi5Jl7unNws/r40NzXdK9N9UezgQegjOxvwzWo2R5e3Kr8PPajO7e3bp+cFg8+47Sw5nAQ3Am9pfBBpQsa++2aw03r8d2TpsFyA2lxzOBh2BN7S+DDShZxp7cbraXDt28NgsPO6bHWkuPCTwEY3J/GWxCyfLVDGhx/fuvu3k98XuBHh8q7Q+awEPoTO8vg00oWb6e3rz6dn3q5zWsN8Ia5JJN4CHYnz61vww2oWQZe7/5Z1LzOoGHYEzuL4NNKFnmwrweFdce9m+7ZBN4CMGk/jLYhJJlblLzOoGHEEzqL4NNKFnmJjWvE3gIwaT+MtiEkmVuUvM6gYcQTOovg00oWWbseTf+YIJ4v7abV8U9/uoPIZjUXwabULLMrCuZ+jN0E3gIwaT+MtiEkmUuzGs46lPt+M8JPIRgUn8ZbELJMhfmdQLn5EzgIQST+stgE0qWuWgf9rHd5lQ9g1z9IXjT+stgA0qWuWheJ3Dtmgk8BG9afxlsQMkyFx9XMIHrCU7gITgT+8tgPUqWueQIqQlc43kCD8E9kon9ZbAWJQMwf5QMwPxRMgDzR8kAzB8lAzB/lAzA/FEyAPNHyQDMHyUDMH+UDMD8UTIA80fJAMwfJQMwf5QMwPxRMgDzR8kg7qRIXxXyqCjutG+P24sV3ok+8fRmc8ON9OP48tInRXDlxbubrg729CZXQswWJYO4tSV7Lr1jkq7242sPe58PNnXqiGu65ouSQdzaksVXwj9KS3b6em/R1ivZhlDd4+rUGaNkELe2ZFGpmo3JF+KSPT4sXjiMvzT+Rh/e6y3Yek7vcZ39nFEyiFtTss/EpTop9r4al6z5/Guvx4u29BsdryvVk9d5xZCsUTKIW1Oyz8WlOiquvRuVrFmiPfvOcZy29Bv1nw+InN5vXzDkeUqWL0oGcWtKduM4bF6evl7cOIni1H1Zs4UZNiF73+hoZcnaHWrXv/86JcsXJYO4dSV7HDYvHx/uvRmXrLtbu9f/zopvtK5ke6+1X0rJskXJIG5dyU7D5uVxs/qKSvbYvML3cfTFw63L+Gi0yP9rX4mSkuWMkkHcupLVfvOy3biso5LZPWRNr3yPzrDHv6ZkeaNkELe2ZH7zst24jErmOxRtQ0bf6PS9273DagcoWc4oGcStLZnfvDxu34aS+V39J+Gwsf6RsfFRtUOULGeUDOLWlqz5/643TXeeq6OS+aVYtM+/V7Krb6/9sZQsZ5QM4taXrFl8tclq3tyJStYdTGbuHvb5xyV74ZW3NvxYSpYzSgZx60vWNKvdeuw2LkPJ0uWXLVL/G61HyXJGySDucXLyZCiMfXayu2SF2bj0JTMnjwc+b5QMW6FkEJccpz8s2Yl9CvNOHUrWfDiyb5+SYVuUDOKifV4te8hrfMTYtYdm49KXLD4eNhwCS8mwLUoGeelpRb5S7uzwZvPyv5iNS1ey3uH7R/ZADEqGbVEyyGsKtPea+6DdcDSVciVrPv0PD/2qy25w9q4V2zWJkmFblAzyuv3319ujJk7feyNcINGVrLt8v98TZp4ESM4Nb7/eBo6SYSuUDDuQ7sCPDhQzvTryJx6duEPM0gYdF+4YDUqGrVAy7MKTWyFk191243F88Ngd91532H/vutZ2i5SSYVuUDLvx5CsvmEPzwylGx8MD+k/sqZi9C4+1tzRto2TYFiUDMH+UDMD8UTIA80fJAMwfJcOs9C++WKy8tj+yQskwK5QMoygZZoWSYRQlAzB/lAzA/FEyAPNHyQDMHyUDMH+UDMD8UTIA80fJAMwfJQMwf5QMwPxRMgDzR8kAzB8lAzB/lAzA/FEyAPNHyQDMHyUDMH+UDMD8UTIA80fJAMwfJQMwf5QMwPxRMgDzR8kAzB8lAzB/lAzA/FEyAPNHyQDMHyUDMH//H/feb2OQT8lRAAAAAElFTkSuQmCC" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin 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 -->
```r
```r
DimPlot(obj.opossum.IT.SVF, reduction = \umap\, group.by = \type\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
p <- DimPlot(obj.opossum.IT.SVF, reduction = \umap\, group.by = \subclass\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
ggsave(\E:/Opossum_Paper/Figure 2/Opossum_V1_IT_UMAP_Subclass_SharedVFSpace.png\, plot = p, dpi = 300)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDcuMjkgeCA0LjUxIGluIGltYWdlXG4ifQ== -->
Saving 7.29 x 4.51 in image
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZ2dzYXZlKFxcRTovT3Bvc3N1bV9QYXBlci9GaWd1cmUgMi9PcG9zc3VtX1YxX0lUX1VNQVBfU3ViY2xhc3NfU2hhcmVkVkZTcGFjZS5zdmdcXCwgcGxvdCA9IHAsIGRwaSA9IDMwMClcbmBgYFxuYGBgIn0= -->
```r
```r
ggsave(\E:/Opossum_Paper/Figure 2/Opossum_V1_IT_UMAP_Subclass_SharedVFSpace.svg\, plot = p, dpi = 300)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDcuMjkgeCA0LjUxIGluIGltYWdlXG4ifQ== -->
Saving 7.29 x 4.51 in image
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltUGxvdChvYmoubW91c2UuSVQuU1ZGLCByZWR1Y3Rpb24gPSBcXHVtYXBcXCwgZ3JvdXAuYnkgPSBcXHNhbXBsZVxcLCBsYWJlbCA9IEZBTFNFLCByYXN0ZXIgPSBGQUxTRSwgc2h1ZmZsZSA9IFRSVUUpICsgeGxpbSgtMTgsIDE4KSArIHlsaW0oLTE4LCAxOCkgKyBjb29yZF9lcXVhbCgpXG5gYGBcbmBgYCJ9 -->
```r
```r
DimPlot(obj.mouse.IT.SVF, reduction = \umap\, group.by = \sample\, label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltUGxvdChvYmoubW91c2UuSVQuU1ZGLCByZWR1Y3Rpb24gPSBcXHVtYXBcXCwgZ3JvdXAuYnkgPSBcXHN1YmNsYXNzXFwsIGxhYmVsID0gVFJVRSwgcmFzdGVyID0gRkFMU0UsIHNodWZmbGUgPSBUUlVFKSArIE5vTGVnZW5kKCkgKyB4bGltKC0xOCwgMTgpICsgeWxpbSgtMTgsIDE4KSArIGNvb3JkX2VxdWFsKClcbmBgYFxuYGBgIn0= -->
```r
```r
DimPlot(obj.mouse.IT.SVF, reduction = \umap\, group.by = \subclass\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin 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 -->
```r
```r
DimPlot(obj.mouse.IT.SVF, reduction = \umap\, group.by = \type\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
p <- DimPlot(obj.mouse.IT.SVF, reduction = \umap\, group.by = \subclass\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
ggsave(\E:/Opossum_Paper/Figure 2/Mouse-P38_V1_IT_UMAP_Subclass_SharedVFSpace.png\, plot = p, dpi = 300)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDcuMjkgeCA0LjUxIGluIGltYWdlXG4ifQ== -->
Saving 7.29 x 4.51 in image
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZ2dzYXZlKFxcRTovT3Bvc3N1bV9QYXBlci9GaWd1cmUgMi9Nb3VzZS1QMzhfVjFfSVRfVU1BUF9TdWJjbGFzc19TaGFyZWRWRlNwYWNlLnN2Z1xcLCBwbG90ID0gcCwgZHBpID0gMzAwKVxuYGBgXG5gYGAifQ== -->
```r
```r
ggsave(\E:/Opossum_Paper/Figure 2/Mouse-P38_V1_IT_UMAP_Subclass_SharedVFSpace.svg\, plot = p, dpi = 300)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDcuMjkgeCA0LjUxIGluIGltYWdlXG4ifQ== -->
Saving 7.29 x 4.51 in image
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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CAS2RIAgBFa7uLJwPlDDJbJC3Pm5j0eaXbO6V2ZDKzJHNazAQAmAD2xAEaOnlhMs5jhcCh1y8AuI5GZsPe7PdAlCwAwqFsCADAq8WNh7zv0WBuZvDDnvbu4YHkJcHHB8jpjiYUAgCGibglg5KhbYmr1zZbxy5JmPE/kcfPCezf8Wb3H9gyCdAoA8JAtAYwc2RLTbAXR8TMf1v3npZTOvr3PmW44fOG7n/yvD5f/RGfOu8e3Xj177+Nn/9nHOzYa8czOOZez22/8+JOnr77+z39+y6tax7/+9JdvP7V4+lnz3catW17/idf/2Kte1ucZlhMvqzkrU5Yku9CozScGvg4AsB7QEwsAwKgMUreMc//GNQuNv174Zx9/+N1faAdLSaefXcwkrRu/8l1FFScv33Pn159unJb0Q1e2guV3H/zdhdd+3guWki6ePvPIaz9+9MEXej3AsuqWzeLBsvuyfuR4c/ALAQDrAtkSAIBRCc9lHfIY2Of1Cx9TXZKd/ci9OvuAzj4gp1G5Z5Mknf7PD//K02pcsxD40MY1C9WvXZS0e+sjZtXllx59+FeflbTx9rfdevYBXXrv3KV/dcvtV0u6+Ksf//KXun/+5XvuHHj2T/P4kbqkbDYrqZ4/VF3JXxgAsHaRLQEAGCGzytFLd4EwGbNu+cyf64wk6SPvKF9/lXtwsZp5510y8fITX1l4RlpcsMxoH1PDTF645Y+elaQ3zyh5Ye5ydvsHzkjS7W/b/ds//o/cBZwv+7Hf/vlbbpekxQ985bu9H2OgeOlGS3tm/66sJJWPES4BYLKQLQEAGCETJrvVJx886h5fWcg8+SeSpJTeFWp8fedbJEnndfL5UFvs0+ePSkrpl+ccSW5/rGZ/+sfd91vn/9hPb5Gk0//lBcUe29OKlnt2JtKESwCYSGRLAABGxYuUs3NOOD0+vrH9dWXNse+8S2cf0Nm3Rwzs0cu1pfWycc2C+WO+/eS3FiXd/sNzpt74qtftvvTeuUvvffNPd0uPb/hlEyx7xMt+pcvqoXwrWkqtcHmwyKJLAJggZEsAAEalWyuscePF9tfhf+i33XZZv8Y1C8kLt3y5Jkk/ERoAa/JhO0C+cOb+M5KU3ZVWv6WVfaqa1WNmPOyenQnJC5dM9AGAiUK2BABghAaJl8NlPujJs+7n25faDbHJC3ONv37kqKRN+olrI3bFVCthfv3pMzd+/Mm6pKuvn3988IE90QLRknAJABOJbAkAwJg9vtHtjF3Wu72WaD6vck2StGXTW6TkhbnZOcesonzmO5K05f/ST7UWYXb20373wd9duOKDC6/9/JOnJbtQ8W+AaUSWKHuGz1C0bIdLxsUCwOQgWwIAMCoDrqK88WKvAma3d8M392b2/OfHWvNj3/WIWWl5+Z47N9z/gPTdxrck6S2vdS8JLdR84S+e3bj16o1bJUn1fOb2R898vfOMyBjZqyfWjZbZA/OJ9kE3XDLRBwAmh+U4saafA0BflmVJ4qcNJkWzmErm61K24pTSPc5rD/JJNz76a8nPfEv1uvvWlk3K/oK8XUMCPvNh3X9ekrRJx+/Sj7SOP7Ok931JZ86739rZyvs2Zn6kdZNWsPzubxx92Fy++5d070zHkNjGFQu/cJ/OtG6bvHCrd3KEmU2vWDr/nKSrrw9XLz395sd2/X/XoP9/BACsE9QtAQAYCdOzOpvIppLJd3+hHSwlnTmvd9+nX3ii3y1e2Q6Wn/mwdn6sHSwl1cuZnffpM8+73zauWfAHyy1vDQZLefthvtIEyzlJP/Q33T/dBEtJzz75oacj3t9w/wP9NyZx9x5xBwL5JXbusSXGxQLAxHjJuB8AAICJNZsumNqcNukjXqHyeX3m07r/vM58Qff9kO6d0eMbo7ted1/rvnjy9+UvRZqb3PdpHT2v++/Tjz6g6yVJ/mD56RskdzDsnFq9ryePdty2LaVLqcAOmd/9+tPnP3TqyU88K0mfaH4jv/2RQFJt9dn20oqWKmescpdz6keON+f9/bIAgHWJuiUAAKPiJauP3KXrr3J3uZz9d84779I9myTp6Jf0TPfL39yKkWYwTztYSrpK996l3ZKk8hOSdN+H2/nTBMuwp8/7btvJhE/f8st/9Kof3/Lbmetfbb77zv8IBEv174aV7/8BPTEuFgAmAtkSAIARaSWrlFtXXFywzCLM2TnnnW+RJJ3XyeelwNDX/ylJ2uhe5TayRmXCN6ck6cw3dN+dOhoobLaYWT6StKSjvocJSF6YC2TFDfc/oJddNfNSSdJLtwfOHyBY+hpiK060RsGWGBcLAJOBbAkAwIgkfuodOvuAzr69Izq6CfPl2tI6cuPFjqGvT/93SdL/6X77Izfo7AM6+0BEJrzanPkVHZUk3XNvMFj6PX1akm7/4aitR2q64nfPLN1zp784efmeO6Xv/4/vSZIuPjLItNiA6qF8l7WWLa01l4yLBYAJQLYEAGDkFhes4HaU33arkX7u2kgT567od9Pn9Ru+W9xzr97ZZfCs8ZkzkjZeNbMQ/bZvYI9Xk/zSo498ybz65/fNhKuafbh7j/SIloRLAJgkZEsAAEbCX4qcnXMC21E+edZ98aNX6fGN7uvGNQtaamXO/z3inl5AfWZJv3BfO53u/qU+wdJtiL06eeul4LJJSfqHkvSJzx/9lae/+3VTk3zhuw8+evRftD4ge2vaX6gcqCF2kGgpJeYPuBtdMi4WANY55sQCADAS/jwZCJbeeB6z+vFxtUfFPvOd1jk1XVsL3fTOjvv8Y+m/SJKOfsxtiw0zM2PNbbe+ZtPf+VphG9c87L5Kbr39O6c/8ezFT3z+4U+Eb2EX9qe1If2AGQw7SDesBo2WktK7siqXGRcLAOsedUsAAEYl2Afb8plPm5Lj7Efe7h7x9iA5+ScD3flqSa1gOYiTfyLJviHlhsng0Nczp81eIxHsbKXmJj4vWA4QLweOliZcSoyLBYD1jrolAACr6jPtzUIWzXie9uaWz+tL56VNOn6XfqTffZ5Z0vs+pjMa6Px33qX/MFcz5VMvWCYv3PolPdzzOqm+eKzaTKcT8kXKAXpi0yXHKfU7aQXnAgDWLOqWAACMUKB06QXLLW9tz3T1wp673cgrg0Exsv75IzP69C9Jks7r8FL/J/H6cjsmxBpbbrn03jn/H8dxLv2rW//TT22U6uVMMlVsqhUpB1psCQCYPmRLAABGy0uG/mD56RvaJ3hhzzTE7r42eIfAcs121JzRPZsk6ejZ4CW9Na5ZSF6Ya6+3/IePtLfB9DJk+aG3vG632YGynt9rJu0QLAEA3ZAtAQBYDfe1W2E7gqXf0+clzb65+x6VfiZh/ugrl3GyJ3lhziTJ7/z9joPhC1ubhNSPHPo5azly7CkCAFOGbAkAwIg1q/fdqaOtYHlvt+hotgnZsuldURnPz5Qxzde/+uZAjxCofEa0xbYOBgb2XP7gFwb6AADA1CNbAgAwUtVcMmM2CLnn3u7BsrXj5e2JHwv0nT75+7r2Tl37YT0TddXTpsl2Y9R73QfVen7obyRJ//2W2Tlnds7xB0u3M/ZnfqJuTp35985ylPrOhwUATBayJQAAo9MspjJmM4577tU7r+p16pdrknTVzEKgxni9WX4ZNbDnyd93t7V8y2uj7xncV7NT8sKt3utApPS09hKx9+xk60kAQC9kSwAARqVZ3JuvS9LuX+oTLN2G2E3aHj7NG9jzMd231KpePq/P/L7eXZMku9Doc/Mu2rN8ovauvJzd+6VHj7rJeMs/nidaAgB6shynT7cMAMRkWZYkftpgUjSLqWS+3vscu9CozSeqOcuNZj2YmbHPPKGdX5BdaJR+IBl52n0fdldshi//6ued3vXJsNk595Iv3a9ffbbf2Vdf/+c/v+VVDIkFAPRE3RIAgNFonlsc+Fyz+8j1/7UjWPpXS957l47/krZsar+7JaWP3KtP39Cn8TXS5XvunJ1zkhdu9c+JDbG3Xj37H992q3PhJMESANAXdUsAI0fdEjAGDIGzc45Z97iC0Ojdoce13l4jXh9sQOA4qRIAMAjqlgAArIbBg2Jg3aOn79BX/2eZk71LvDw5O+eYvUYa1ywQLAEAQ0TdEsDIUbcEBg+WJg32Pr93WTJ88uV77mxcs5C8MGdqocku+2eaVGnCZHhgLAAAvZEtAYwc2RJQZ1zsEQ6XlRs7LOnajy3j9NvfNvfbPx79FqkSALAC9MQCALAaZuccr0O1R3pc8RrLmBrXLJheWQAAVuYl434AAACmTt/i5OMbdePFiNe97vlR5+xM9D2TF+b8udGbFaTWqs4N9z8wq/boIBpiAQArQE8sgJGjJxYwAm2xGk2VcpCuWvPpkbN8DLIlAGC56IkFAGCV+Ae9huPf4xujXy/35pHBMnlhzmvK9WJtjwDZI3YCABCJuiWAkaNuCRg95vc8eNR9y7S/rqyq2aNiaWbDmjAZKJ9224lkWR8NAAB1SwAAVolJjOGaZCBYaqW9sr2vMksuBwmWAACsAHVLACNH3RLw+KPdCgb2DF3kXpcULQEAK0DdEgCAVRIIlvLVMO/YPZ5fvrDvCABgWMiWAACsEm/czuMbdcdu58aLbq3y8Y1aXLD8k37GwpQrKVoCAFaGbAkAwCoxAdLUKv01zBsvuvFSy58Qu+JEarphvZ5YgiUAICbWWwIYOdZbAuFu2Dt2R8x09YLlKqzD9K+0JFICAOIjWwIYObIlplx4fo/5GrlliPeWNzxWGmG8JFUCAIaFbAlg5MiWgOmG7buzSKCkab5dWbD0Pq7b5459eScAYMKw3hIAgBEy5UdvZ8vAeFgj8K1/u8v4FctwsJydcwiWAICho24JjFKz2ZQkJRKJQc4u5g4tSdLM/tL8IBesF9QtMbW8lHjH7o4eV8M0x0Z+GzNSetExUC8lUgIARoe6JTAKzWoxl7IsK+myLCuVylWbva9qLJWNpcbqPCaAETO7Vvq/3nix/SJcvez21nKZMOn/KoIlAGDEyJbA0DWLqWQmX653Hq3Xy5mk1T9gApgsJi56r82QHvPCFCe9xtcbL+rBo5b3egXx0kuP4VolwRIAMGpkS2DIqrlk3hcrbTubtW3v23o5k0zlqmN4LgBjZnpi/V/9izC9MGm+jVyWOQhvLWX4KwAAI0W2BIaqmsuU3Zd2odJwnFqtVKrVHKfRqGTdiFkvZ4iXwJTxIqVXlpRvNaaiYqTXPTugcIAkUgIAVhPZEhim6rFWssxWavNp3zyeRCJdqnn5sl7OpIo0xwLTw4RJ0wqrzs1F/J2x/v5YtSbx9Ljt7JxjbkWMBACMHdkSGKLmuUXzwi7sT0e8n0iXal68zCeJl8B0MEsfA7XKB49aXuOrectrhfUPiQ3ES9Py6nW6mrvFHPwDAMBQkC2BIWosuSstZzd33UIkXapVsuZlPZ+kNxaYAiYKXvuarVJ0m6s/UpqE6RUkvdxoDgbu6Z9ACwDAeJEtgdWXLjUK7tpLemOB6WCCpXVim3fEX5w0g3z80dHMkjXB0hQnu+14SbAEAKwRZEtgiJIzbmRcPNc7MCbmKV4Ck83bAkTSg0ethRdPS1p48bTXE+sVJP0bkNyx2/EypP8OgeQJAMAaRLYEhiixeda8qB853q8aSfESmFwmFnrh0JQWTbz0jnj1Rn/vq7cy0z/Rx/APlQUAYA0iWwLDlN7lVSP39o2LiflaK14y2AeYKP5dJQOZ0EuV4Q1IvCTpn9bjVTLpfQUArHGW4/DPKmCImsVUMu9O9LHt7J4Du3Ym04muk32kai6VKdc7j2UrTilqzux6ZVmWJH7aYAp5AfKO3e5MV/MiHC8l3XiRxlcAwDpGtgSGrVnNJTPl9vf9g6I/jw54yfpCtsQ065YkI1GcBACsX/TEAsOWSJecRsHdxXKwK+ZrjcpyLgCwHvi3slxWsGRpJQBgPSJbAqOQmC/VHKfRqBQK2ZnkIBekSzWnUSlkbSImMELNYsqyLMsafDpzs1kt5lLmKsuyLCuVylV7ro62HtqUsizr1dbzvpT4/Bl96IDm9rh/Pglsqe4AACAASURBVFTW86E9RczJ/q/LYZ6z40FTuWLvRwUAYIjoiQXWuGoudXBRkmYP1NZroyw9sVgzWh3oAzaeR62HNuxCozYfsZLaOrFNf/jn+uj3lK0s3JQxqysfP6AvnIu4yVsf0I0bpc5FmPK10Q74l6rm9nZ5TEmys4WHSlHPCgDAUFG3BNa8ujHuxwCmTbPoBks7W2k0HKNRMdOdu+1M6+z4tJ74nqTsrrTJh696zARLO/XrWjiihSNaeECpzZL0hTu1JClUq1xWsCymkq3HLLSf0zROZG1J9TKDqAEAq4FsCQBAhObxI3VJylZqpfaw50Ta2zyofDAysDWyS5Ky/9t/sySpWTxYlqTUr9c/trF1yka946BSkqQvVmI9ZDVnBoHZhYZTK837h1InEun5Uq1RyUrdozAAAMNDtgQAIMyLlrtCvbOJ+QMmsB05Hg6X1WNlSTeVZ6QHj1r/9jfdGdA/ucXdxNLzkzdJ0vkLHQeXt8yymjMzqbOVyP5cSUqkSyZddovCAAAMC9kSAICwxHzNcRwnellmcqbb1C0TLbN3u02tV2XcPtiZ4T9hqySarfReOpreX7Al2VKDcAkAGCGyJQAAy9RY6rIC2kRLOzAeOmL95EV98TFJSr2h35nd9CisBpiYXKvNpxnoAwAYoZeM+wEAAFhnTIKUZjcnot6w97zwVesq3+FAp+vzZ/Tw+3Ve0mbdtMU9uJz5PZK8fBvMsQAAjAvZEgCA5Wj1ooYrhs1zi5LsPTuvUj7yUv9mJJv26daMroo8b5CnOLcoKSLfAgAwJvTEAgAwuGZxb96dHxtc5mi6VO09O7umvYvntGmzNkmSzh/Ww2U933preVN8PJQtAQBrBnVLAAAG1Cymkt2SpT9afvGr0de/44j7wm2LfUz/7hn9xkFdtYKeWAAA1hjqlgAADKIdLO1CIzya1Z2t8w/ygaplZGi8aovu/nVJ0jk9dibGQ9WXGjGuBgBgiMiWAAD01REso3aTbP7aR+qSUm8YtLv1xo26Z5Mk1f54JUXLxOZZSdLiOTYWAQCsDWRLAAB6q+barbCRwVIPHk1ePCdJP7kl/FZ01Hx8o370lTEeKr0rKw1YuKzmLCuVyhWr5FAAwOiQLQEA6K5ZzVmZcl2Sna04pS5bRN7xf2Rrkm7SzHJWTv7VNyVJ/3NlT+aGy/Kxar8zq8fKUr1eXhIzZded5nu+33zP980L78hYnwgAuiJbAgDQTTWXzJQl0wkbXmPpefeHypJSb5A6C5VLZc3t0dyB9jxYzx27K0+dlyR79wqXTLbCZSbXM1123zMFa10gTw4lZxJNAYwO2RIAgEjNYqodLKM6YV0PHrX+7DFJ2n1bsGI58wZJ0QN73r0jU5Mk9dizpI90qeKmy1SxS7drs5rrPtkWa13it7rO8/fnzEDg7GHwMwFgBciWAABE8G1k2StYymuItQsRIXGL3rpZkmrv1+fOtKqXF/W/HrM/+pgk2YVG75v3li5Vsrakej5ppXLFarMdMZvNai6VapVdSZbrjxcaBzxZoZwZ/tYLq+YtoiaA4bIchw21gLWsmrPMvxtmK856/XdDy7Ik8dMGa0B73Gt3pkrp/U+v/6nmpnah8XOvTEae9rkDqp2LOL5pn+7OxN/ZslnM7c2Xu/6t7GzhoVKcAIsx8Oe9xG+9ZBXiX48aKQAMiLolAAAhzXOLA59qNrb84R9ImpQYyIp37HbecVC/8evatLl9cNNNqjScYQRLSYn5Us1pVArZrG37Dtu2nS1UGk6NYLmuhGMkdUUA6wV1S2CNazarjYYkJZPpxDr9F0TqlphUDx617tjtDLihpd8wIiUm0HhjJKVLADGRLYGRaTarjePHji1JM7t2bU6mu+xdMAXIlphIvSPl3Cs+tfDcbZFvESzRjZctA32wkW2xQ++VJVsCiIlsCYxAs5rbmwmvfpraVU9kS0yqyLplj0qmSZXmqtV4PqxDZuLO6q+3FNkSQGystwSGrZpLJSOCpaR6OZ+0em9EB2A9mbtya/hg32AZcU41Zy0HP0cmVeTg1mUFSy8fBoLiILmRhZ0AYiJbAsNVzXXkStu2A+M1emxEB2Ad8GKhdWKb97WHwICfyHk/QNjKqohePvTvOKJQbqRECWAU6IkFhsm/v0HnbuvNanFvpvXWOt5OZEXoicVksE5sW3jxtHltwqF1Ypuz45SJlwsvnjbdsF5u9DpmSZKIFGh89R8cVh+sd58Bb0jmBBAH2RIYJm9HvM5gGXx32sIl2RITwKtPevFS0h27HX/d0tlxKnCVV+QkXq5nrV8bLutHd7NaPHTwSLne+nWjnT3w0H7fuG836X3jl5N/8DvStve96+S+KyXpiRN/7xfPDvoh1735L45clwjnRnPEf9yExqh4+cV/86FbPidJ2wqN+jSOBAAwPPTEAkPk7Yhn79kZ8c/n9K6s+2rxHG2xwHrk7DjlT4kPHrW8POnsOOUlyUCkJFhOm2Y1l0pm8l6wlFSvlzPJZKrYlJrv+f5wVzZGbolpwmSgHBr2V199/+fcl6eOHOcfTQBiIVsCQ9RYcv89YnZz5K9+kzPuysv6UmO1nglAHN0WVfobX50dp7xg+eBRKzCth2A5dao5d6Cbna00HMdxHKdRKdiSVM8nf/L/7X317X/meBp3/63jOE7F/F5yW6HhNO7+W3PQvDhyXdc6Y6BiGX5tzvry105Jese1vyipnj/ElCgAcZAtgVWU2Dw77kcA0JeXJ70XpjhpvoYHvXp5UtIdu51ArTJybKx18vAo/wYYo2bxoLc0otTa1ziRnq81TLw8+5+e6H29bxhP5zvWdz7Q7a0I4ZWTEfXSFyuVb0myt/7Bz2YlqXyMcAkgBrIlAGCqLS50ZL9wodKb1mOd2BZZjQxXJgPBMhAvTbAkXk6m6qF8XZJdeKhj6WLzPd/Xn731Okn6nce+0ece/hDoS4Pt/5oNuKFIOIIGLvyr85//qswyDnfRBuESQBxkSwDA9DLB0h8v/SXK8MFwNdI/CbZbyAwcd7bv875iwlSPmaJlx6J7N+NdeeeRu/+2cfff/vsfW9m92/8tHXy5ZiBhdl74xSNfPuU9bCtcHmSbLAArRrYEAEyv2TnHfPXiZaADVq0YGZ4Bq1awVJfG18iDBsFyQrkT3QLz3GJu7NH8nb+T5K9bRopcV9njoxM3PdKRg91wWWeiD4AVI1sCAKaR1+bqBUv/Akvv68KLp+eu3Cpfl6z5NryuUqFFmOrSE4vJ5U50m92ckJrNai6Vsozk723/N9+IyGyJ73174Jv3+W9ReBuS3ntahkqshEsAcZEtAQBTJ5AhZ+eca1+zNXyC2cpy4cXTgek+Jl76R/iE+ZMno2KnhbcRlZrFVDKZ8W1C8q1Tn/uDn0j+3gN/5Ts98Vsvab705QPffRn/Leq72DLxWyfC3butcMm4WAArRLYEAEwFr/DovTj7tdPyjeoxr/29ryZDyhcyA42yCtUkAzNjRbCcSuVMMl9vb0HSuPsvfufabZL0rffcdOKL3mnD3eUyzH9/b7tL86dVtcwe8I8cau3CzEQfACsTawEAgC4WD+Zyx6KOL/Y5wZjZX5rvumcZgOXzFyr9YfLs105rh85+7fS1r9lqjgfWVc5dudULlnNXbr0jdNxEx3DCJFJOObvQqLV/kCdu2HHysau23/TlUzr7/sOv/+f7rhzCR/RoeTVveV9D77c2SsnuSnccT+8v2OV8XeVj1VI6HboMAHojWwKjUK/7OqGWf0J2V0lkS2CI/HnSe2Hy5OKCZRpiw7uP+HmrLiMjaCBhEiynnW8LEi/+/eh1v/6OL9/yOZ2qnG/uuy7wM/57K/iQHsEy8DV05fEjdSkcLaXEzj12vl5X+WBxf5pfcgJYJnpiAQCTz58GvcbXbhuNSFp48bT5Y97ymmPNrRZePB0uVJoX3owfTLXZze2SZTvdJV71w5L01ef7zMqJOVe2r1a0VDljBSXz5i0m+gBYAeqWwBAl91cqu4Zxn+QQbgJAilpm6XXGqnNnS/nKm6blde7Krf6Cp8driDUCI2HJltMrsXlWqkv2TMdP8VbzamLTVdK3Iq98qf+bOOswB8ilXrTsqX7keHOeyiWAZSFbAkOUSKQT/IMYWCMCmdCkRLO00nvXmXPC4dPwapWBJlhTt/QHSLPLpfd1ZH8hrH3JGVuqq77UkG9lQysrNs8/3/8WvTcO6Xtt/5O8htiKU4pcUtksppL5uur5Q9X56DMAIBo9sQAi+Tdms6xUKles0h+FdSRcbDTBUq3xsN1O8zN5MrAO09lxKhwg/SNh2c1yiiV27rGlboNWm1//liRdd1XXX0IuN1h2bisyUMGgeijfZa2ldyP3L8G4WADLRbYE1pZmtZhL5cb8j/NmMWV1bMymer2czyStVJF8ibWtd1Y0FUvzNbDYssfdIhdndhPojx3kEkwSL1xmfD/ITepr/LdbPidJv/grwUE+bcutWHpjYAdeounuPdIjWhIuAawY2RJYG5punTCZyZcHWAgzStWcO8vBLrh7szmNSsGWpHo+Oe7cC3QX2Ggk8hwTLNUvhfrv2Xt+bIBXwCReTqnE/EMFN12mcsWm+/u45hMntmfKknTdm99zwxA/bXnBcrBoKSXmD7gbXR7kN4oAloFsCYxZs1rMpSwr2VknHB9v17OKU5tPu79cT6Tnaw33X5f4Nw2sWf4lkX2j4IB1yMBQWX9W7JYb/f2xLL+cKBFjVdsrB7wfjYn5WiVrS6qX88mkO331F8+eknTdtY8c6V60XK4VjJMdLFpKSu8y4ZJxsQCWg2wJjEmPQmVgwuCqclfi2IX9oV3P3F/G1/OHKF1izQonxm4Zcrl1ywePWuF+1x5lSe8E6+ThQT4IkyRdqjUalaxte0eu++FffN/P/sWf/N9Xjnp/kZ4GjpaESwArYjkOv1IFVlWzWT2092BUkdLOFg7s92qFY1HNWZmyZBcatYjR8+7wwC7vdmdZliR+2mA1DRgdPf6xPd4RbzysP0N6pUj/VFj/IFnPg0etuVd8StLCc7dRwJx273rK/N/my7b2PnFAY82oABCNuiWwarp2v9rZQqXRcJxaabzBUmqeW5TUse23X2LzrMSvsbE2+RdGLjdYRl7l3e3Bo5bZj2Tuyq137G7vWeIPlurMpaZWaU5YeO42Md1nyr3rKUnNl21tvmxr4oXTvc/tHRqXvcASAFYR2RIYuZ5jerIVN1OyLyawct32qFwxrwi58OJp89XEy8i5PoFBsiZYWicPmxemdMl0n6n2yTeZcqUJlr3jZe9Rsd5gWABYg8iWwOh0K1Ta2ULW7nrVODWWzIDYbgs+kzNmXOxSo9sdImdcjOJRAb8BB/Os4J6m9mjyYWCuT7cHcLbvC7zLdB+YPGkS5graYr08GQyW1Vz38UIRmPQNYKTIlsAItEJloFDp633dNTu2hwOm2iDDfry1l2bJpUmD3mmB+mSYdWKbiZdeyPTOJFhOqdZiS0UFy0HqkKZcScUSwBpHtgSGKbr71baz7fWUE9776kQZ90NhKgxYugw3zUYe8fe+elmx461W42vk3QLxMlzJxHT55JvUPUMOkhu7vpsuRf7U7abUdz4sAMRAtgSGqHqoo/vVq1PWShOfKYE1IGZnbMTlG3Lm/waWWfaoTJqbmFWa5qA/WLLYcnp98k09FlL2XmOZ+K2X9D4BANYIsiUwEna2UGk8tO7qlO56yq76rccExirmIB/vcjdkmmC5IRc84g3v6QyW3lcTLE2M9Bc2meUz5bwRr+EiZLfpr+ZkEyyJlwDWPrIlMBL1cj6TTFqWlUrlqs31tmNHj1k9wBoTZ98RVysx+u/p7DjlVSbd5ZcmJYZO7riwczCsfPnT2wyTJZfTrEdbrPkTPtk7yGJLAGsf2RIYonTJcRqVjiGw9Xo5k0yul4yZ2LnHlqTFc5GP6m5/ae/Zua6qsZhckTuCLI+vOBnhcsm7v5sSL5fcj/YVJCMHw/qLmV7FkmAJY8D5PQRLAOsL2RIYskR6vlRznEajkrXXX8ZMbJ6VpPqR4xHP2Dx+pC5Js5uJllhLYi2zvFySN3HHd5/wOB91aYKNZJ08bE5eeO42L1LOveJT/qiJabasBleCJYD1wmKEIzBSzWb10N6Dnftb+mUra2xuX7OYSubrkl1o1OYTg7zRn9nikp82GK6Yqyt787Yh8R/xdiVxdpxqD+/Zvk/dc+bCc7fNveJT3jnO9n1esKSGOeUGiZekSgDrC3VLYLQSiXSpVnNbZSMG5ZQP5orVtVTHTMwfyEpSPZ9MeU/WrLrBUsoeWGawBNaUQYqc/nO8KT7tzUV8g3x6B0u11l66t9q+T61ISbDECjcdAYA1jLolsLqa1eKhgx27X7rsbOHA/p1rY65s00uSASuoWUrULTE8XrTrWrTckPOWRIb1ubbzzG6necnT22KkR7ZsX+Vbk+l1zAJ9q5eETADrCHVLYHW1l2N2jPxpT5ZNpXJjr2Mm5mtO53pR284WKg1nJcESGJaOpY+R5ceewdLUHnsES2fHqcBeI+E7BIKluhQte0THvms1AQ/BEsD6Qt0SGKvo5ZhrbhFmTNQtEV/c1ZWdsTNclmyXNL1g2Trfv7pSrULlgOXKjo8IXUL1EgrtMtJ8z/fNnpYESwDrDnVLYKy85ZiBsbIAhqtnsPS/5Z5pvm7IaUPObWHt3H0kcLCbHq2wBEsEmJBpIiXBEsB6RN0SWFPMckwdoG4JtPjXWA6+YLKb3sEy4q0NOWf7vvbxbu2yPXgx1f9ZBEu0dNvEktIlgHWHbAlg5MiWWLGRbjTiMu2yUU2zHasrzTkrE3Ut8RLqnOXjJsl3PaVPvqlb4ASAtYyeWADA2DWLKcuyLCtXDbwxyJYhkvTNi7r5tG7+c30z+E63O7SPe8GyFf9awfLenGWk9OyKKpYegiW6cDtgXzjdDpaS3vUUnbEA1iOyJQBgTRsgXl7SB7/R7b1ulU9/WVKXS+2Vlt5A2ne/vey+Xdepby/jgQfIjcyJhSfxwmmplSo/+SbvK8ESwLpDtgSGqNqqcsQUqt0AU6x/W+wffl1Lce/snxDr7DglXdKT35OkW26QpIWKe94Aw3uWu90lpt0n3ySp+bKtbh+siZcAsA6RLQEAa1f/YPnNi/ro94bwSa22WLeY+fyMFiUl9HOvkyQ9oT9qndbJ2b4vMAx2kE+jbokOFCoBTASyJQBg7erXENvqhs28Iu5H+LYesU4e1qk/lqTZN+jqa3WLJOnJs5FFS5MSB69DUrFEJIIlgAlAtgRGxLazhUrDWZGJ2oAEGJ3G0j/QkpR5tVJdzhhgAI9/fxFnxynr5GHprBaakvTmfypJ198gSY+c1jejk6F18vDgdUjvTEqXAIAJQ7YEhii5q5C13df1ejmfSVqWlUrlitXmWJ8LWLd69cR+82IyX5deofzLok8wwbJvvPSdZp087Gzfpz/6iiQpUbjzvZL0xtdlJamur/zMEAMhBUy43vWUNx523I8CALGQLYEhSqTnSzXHcRqNCiETiK3nYstWN+xvbupzl37TdyS1N7e8XJJUaT4hSfYdOxPm7WvLpi32y38auM6fDwfJit45A478weTz8iTxEsD6R7YERiAxSMgkZQK99JniY2bDZl6t13c5wcTFQYLl5ZIb+S6XtCFnnXjNsbIk2Xta0VKtttjFz7oTfbyH9OXDQbJioCGWeImIqbDESwDrFtkSGKV2yKwUgiEzaVkWIRNYCXc2bPduWA1Wrmxxc6xpjj2zsSxJN9Sve6qd/d74OvfFk2f9Fy63r5U+WETw7WkJAOsa2RJYFYn0fETIFCETWL6Bu2HNyfnTuvm0Ci90HA4vxXRff1sPPyFJt7TC5LMn7Btu0w3/j25NSNIjX/HfZuDC47f1K7fphtssy9INt/n/WPTLI9wNS+kSwPpEtgRWlz9kZm1CJtBN191H+nbDdipcGToUESlbdc5n/1SLkqTrr5UkfVvv/2zdnHDdGyRJT+jz3x7og32c7T/b6223Xz5V5H/60ylcsaSGCWB9IlsCY5JIz5dqXSqZh6rjfDJgrYiIl4N0w3bKvxg65K3D9FZaep58xH3xXlNXvMeNmmrqrs+6b4Um+vTmbN9nnfwD95tb7tYTn/L+OI5/WXY9n8zxv/3xaRZTlmVZ1rL+Q2hWi7mUuc4tQUf+drCaM297vz5wD3g+dX3Hn04r+q1D668TiVI5gNEgWwLjlkjv3Dwz2y5hAnBZJw8HdxD5itlf/jndfLrjz/uekyR9T/tO6+bTWrC7lj3DH+G5XNQT3+t/zeIf69nB/gIt3eqW1snD7rLshwq2JJUPUrtcP5rVXCqZyZfrde9QvV7OJJNrvwJNqRzAaJAtgXFper/vDvzLieyZ8T0VsIY42/cFR/J8/7mBrvxfx9Wjq9bPu/+GnJ6f0ZIk6YOfcpyGzP8Qb7lBkpTQZz+lz/5LSVJTv3c2dKOuTHwt/GCvd5XYuceWpPpSY/A7Y5yquWSmXJdkZysNx5SgK+ZXBANUoNMlx3Xbk+6fHT8tSbILb2sdaanNJ3rfrZdsxQmiVA5gVMiWwCozkdKyrGQoUtrZQqXhOE5tPj2+5wPWjohtSH7mtXp0a8Sf33yFJMnW4a16dKvyL7NObOuzi0mLs+OUu2HJ75mu1xv0Rll3prUk3XK3rvedevU/1ayk4ESf/n8Rryc2/OluU25is7nz4jkqSetBs3jQ7FRTaNRKaTf6JdLztYZbgT620sz21+2Xo5roQ6kcwKiQLYHVEYiUvnfakbJWmk/H+O00gGWUEw1T23S279MGW2at5S2v07MntNCUbtCvXtt5+sv1ZvO/0SfMRpeD7ymS/+vo48FJs7Ob+SGwDlQP5euS7MJDwZJiqwI9QLgcJDqObmAspXIAI0C2BEaqWS12i5TZApES6GnANZNxtMubf+SWIrO//Mt6/2cl6YP7JOlvv+ae+jclSXrbT7vfPnxCPfcgcbbvW8Zulq0yWHYXXQvrQPWYKVru2Rn+2Z2YrzmO4zil3v9JhvcdiTTCgbGUygEM30vG/QDARGpWi4cOHunoeHXZ2cKB/TvTCcIkEKGcscrd3nupDr9WrxzBh27IWSe26cnTkqQbytW0FqVb7tYbpcsl57p/YaksSX/fTBW6VrdIj5iJPjt0dde7Drj1pbN9X7NaPHTQLYPtJ1quA81zi1KXaDmoT75p0LrlqPcjoVQOYHioWwJD1H06j50tVBoNx3FqpXmCJTAsgSmyIc6Oo8F/0G3IBa+6XGo3xP7UD3jdsM72fdGF0+vNdJ+mTi17o0s98iHdcJv/T+vnhWRnK7FmtmDVNJbqkhvKms2qbxOSVCo39K09RtQWS6kcwAiQLYEhahzrNp2HSAn00uojjNIa2BNVtPSmvL5+U+Q54SE6EX2qG3LStXp0q564X899WXK7YU3h0Vr8y+D5b9xntqbU216+jK7XvuqLx9hxcF1wy5aSmsVUMpnx/div18sDbu3hT4yjrkyGNKvF3F5K5QCGj55YYETsbHZW0tKxQ7ljy712Zn+J8gXgcnacGnDia8S123/W0j3+I9aJbc6OU9aJkqleOtv3uc2rG3L63J3tblhz8snDzuyrLT0RvrObPE8ebt9hELfc7c0HaufSZrN6fG8mXy9nkouFBsXL9aKcSUqys5WH3EmxzWpub6ZcVz2fzG3uuuDStLn6e2K7VSbNOTGTZ48+c0rlAIaNbAmMSL1cDq+2HFB2V0n88x4wVh4sd5yyTlynv4u6odl0ZEOuHQufPaGPfk96hemG9Y5H1C39HxFVtxwwbZpcKpktIWoNpZL5ej2/t7iTf99fN+yO3wUk0qVaYyaVzNdVPljcn474z/FfP6WXtsLkIEsuR1rSrC8eqzbTzJIDMDxkSwDA2tU3WHatav5/562brfa3lb9Uxf/2ad9XSdIt5t+wn9MNt1m6LXS7pv7lbVJH4VFdBvZEFjMLP6h8z79IYuceO1+vq37keHOecLkuRGxBosT8gWw+Ux7kP8fR7S/il61EVFAplQMYDbIlMETJ/ZXKrmHcJzmEmwCToG9D7IqrmkF/99wKLoosUUYWMyP3t2yXLrEeRU9YTc7YUt3sGxl4v8smp5FGWrGkVA5gNMiWwBAlEgzsAYZthestX79Jj26SLil/RktS5tXKv0yS2w3r8WbGXi7pvb63vON/dFjvfUJK6LPvC+840q1uOeAzdgRLd/go1rzE5lmpLtkzkb8GbL0dx6pM96FUDmDomBMLAFjrovcCWQGTGL1tSPzB0nw1A36W/3Hxy4/VY2biSqxNE7EqkjO2JFOZDGuPkV2hD6z22FgAGBayJQBgKgQSY/tbfxnzcklmluz2fea1M/vqQW7u1So7Qualm3o9j39ObC6VMdEye4AC0pqX2LnHlqTysWrEu24BOqqq+YO97nrXxv7nDBelcgDDRk8sAGAdiLMTiSRV/tKyLP8B38Cel+qwb2PMDTl5yzgvl6zFDe7xvyk520/17nftWH5pguWlm3TFY+0zHvmQHgk/QItdaHTbuAJrSaubtJzJ7QpMyqnmzG8JuvyS4ANv0vtXZYTPACiVAxg66pbAUDUHN+5HBSbF0DpmwzbkWnXL59R9IaWpQAbbYk2kbAXLQq9ylG3b2UKl4TBRZb1IzD9UMKXLTCpXbP08b9ef7cL+rr8kiFxLuSoLLNsolQMYDeqWwBBVc8lMt02qu7Lt7OyeXfvn2WMM6M0rXQZqmD3rmVeosLXjgLfG0txz+z53u0u111t2nJkuOU7JOnlYl0vuCZdL2pAzSdK/3UggeXaOkH15/gOf8t46+6e3SZqdcwb4S2PVlTNW15/j7f0sE/O1ylIqU67Xy/lkuWN/GTtb6fVbgvDWIyMNlr3+OpTKAQwZdUtg3Or1cjmfSVqpXJFaJtCbs+NUdJWyMzF2fTd0mnXyHuoBCgAAIABJREFUcMe7gaE+rQBp3g0s0eyxg4gJltH1TEkEy4mQLtUajUrWtr0jpv5c65HW/nUrWJo8+ck3rXbF0kWpHMBIWI7DP96AYanmUgeXMSCwXg/OUbAncxNrs86NnzYYol61Sq8I6f828sgAInewDFQ42+f4CpvRt7t0k3PzNYN/OibQu54aU54EgJEjWwJj1mxWjx86mC+3Yma24kxchxLZEsPVZ6jPhs5tKr285z9hWQKJ8alf0/ueW8blH/yU3iipPTaWeAkAmEj0xAJjlkik50u1RiXrfl8+SGss0Fuf4T2hPUXcr4E9LXtf2PrW2b7P2XGq462/95plPW12dp/bFnvFYyJYAgAmF3VLYK2o5qzWgMFJa4ylbolRCFQv+29SEk6V/uZV73W4zhm4Sbjl1Z9d/Y8UmvejLssvgV68fzwMZhLbXwCsD9QtgbUivcstXdaPHKdyCfTlzfWJHvBjhvH4j/trmOoyFbZ3sAzcJFwUDfFGyPaY6wMAwGQgWwJrRnLGnTZYX2qM90mAdcIUKr1yZSBhdnzrH/BjdhMJ6xwS20toomw3/jBJsMQKpUvOclC0BDAuZEtgzUhsnh33IwDri1e3lGSd2NbRE3u5FGyR3ZDrWHLpr08GFmQGkmegvBm4iYJFSy9DWicPe62wEcNmAQCYLKy3BNYOb0nNpC2WYb0lRs0fI7suvAxvRtLz3Y77DFacDCyt7MDuIwCASUfdEgCw7vnbX60T2yKXX7oJcLBgae7Tpzm2dbJ/Tk87WF66yWw64mzfZ15Yj17o/zcBAGDdIlsCa0b1mDsH0J5JjvdJgHXIzZPOUUWmuMslN/V5cdFrZ+1Rzww0zYbf8mfRk4etE9vaiyrNjiNmhM/N14jdRwAAk45sCawVXrTU7OaJ2oEEWDXOUf/XdvXSOersOBWsW/o3HZF06aZeU2fNPb0LPa1cap08bI578dLZvs+5+Zp2SZNgCQCYdKy3BNYG3/Zlk7bakvWWWEXWoxecm68xX2Ui36Wb3PeueEzyJUPnaDv7tc7xJ0C3JzZyi5Fu42Fbx72dLd3bMiEWADAFqFsCY9esFnMpb19su7B/soIlsJr83afuJB7Tm3rzNR31xkDrrImdVzzWMdY13DRr9AiWra/mPuxpCQCYKtQtgSFqFnOHlgY/fXFxUfV63X/ILjRq8xPXEUvdEqsvsOmldWKbnKOydrtvb8jp0k264jE3KPq/SrpccnaccnOmv255uWRu6JZDWysq2/N7vAvNFB/6YAEA04RsCQyRr7F1Bexs4aHS5AVLkS0xDsFs6S9RXrpJ1u6OftfI4bFmjaU50+iMjuZuHe2v3nHJtOaKhAkAmBr0xAJrgG1nK41GbTKDJTAW3jwe68Q268Q2t2LZ6n0N9ruGe1z9R0xivHRTe6KPuY+12wuW3kYjHi/NsvUIAGBKULcEhqjZrDYaA56bTCYlKZGYgjxJ3RLj0t6j0pQczbcmBJoCpjfgZ0PO2b7PbZ01ByVT4XR2nLIevSBrt8mWXkFSUrv+2bptx7uSe8SETwAAJhrZEsDIkS0xFoG2WPkGt7bjpfeteW3aZaV21PQEipbemb4T3BlCrWzZnlVrviVeAgAmGj2xAIDJ5O1X2T7kdbdau9vLIFsHzY6UXoa0Th72rnV2nDJJsj1v1nzrv3kranbMqiVYAgCmBnVLACNH3RKrz+1ulRTYtdJ0txobcu6CSV+l0Xr0gjcAVr7ip3+ij7wRQa1mV+/jApN73LtduomJPgCAiUfdEgAwadxA6FUaW+nRrSL65vdYj16wTh72mmO9YOnxip9u4bE1Uda90N9n24qmweE9BEsAwHSgbglg5KhbYvVZJ7a1l1lGTmo1s3zCr9XeWaTbnf1rL9sTgFrDfgz/UB+yJQBgGlC3BABMIP+2lu0FkIHpO0YgWEq6dJNb54wKpc6OU+0bmgtNpPQFS4Um+gAAMPGoWwIYOeqWGItwuguuqwzxGmgHqToOuHEl2RIAMCWoWwIAJpMb6lq1SpMYFQh71m53co/voP+0bik0+CndjwwYQQEAWO+oWwIYOeqWGBd3qM+GnNf12rEFpbdryI5THSXNqLWa3RJjj1KnvyMXAICJR90SADCxnB2ntCGnyyWvONme43rFY946SX9J08RRb+uRiFJnl+PeTbxvIy8EAGBSUbcEMHLULTFG7ZToK062NxrpnOLj1ht9lwz0EctsmgUAYCJRtwQATDJvg8qOoyZSBsbDesXGqEu6BchAuTL46QRLAMDUoG4JYOSoW2LtGKTGGI6Lg6y6jFyBOaSnBgBgHaBuCQCYIl7e672zSCCCDr7q0lzbY3tMAAAmFdkSADBFvLwXnrVjao/heTzeu5E37Bg82/3jAACYePTEAhg5emKxpqwg7/UocnpvRd6WtlgAwPSgbgkAQJtz8zWR+4uEzww0vhIjAQBTjrolgJGjbom1I9DmOmANs2vd8sQ2/zjZyFWaAABMCeqWAIBpEch+yxrlGk6hZhtMbzNMhVZvrvApAQBYn8iWAIBpseK8529/bTfBRm2D6V9+ySAfAMBUIVsCAKZIeDDssq4KhkznaO87EC8BANOD9ZYARo71llhrBo98kWNg/QfDm1tGXg4AwMQjWwIYObIl1qBlVRTDm1hGhkaCJQBgmtETCwBYp5rFlGVZlpWrrvAGz35Cb/knessuPdvnxIhBPq0jobe+oT/8Nd21S2/5J5aRSqVyxWpzhc8IAMB6QbYEAEwd69EL0jf0H//tgOf7d7z0f+1cfvmUirv0luv1sd/V0lfaF9f///buJ8TR/E7s8Fcwh70sCwHjsNsNWZB6QrvnEJIM7Cvb4LC2kfoykNAsMUzT3UaCXEqXJos9CxvcDoY5RLqlxHQ3M6yXTR+SObglPGtYWFuCGEwWttNZtwRZtsuGyUDAOAff3hxUpVKpJJVKP9U/6XkY2lWlV6q3ETWuz/z+9fvtRrVUKNdbAhOADaYtAdgWRzZ6/W+NeDnjmiMTWX/rR5NPjKNhefTTYfM/fCk6P4uIrNaMJz+OH77O8zzP88Gg06xlEdFvN0pleQnAxtKWAGyFI2H5i8fxn38278r9dPytH8Vv/vDIV2a95uihbr3U6EdE1hzkvd2d/N4Xx08pFis7u71BpxYR0W+UVp7BCwCXm7YEYCtMjDH+ffODP42IqH7j+GWH51IehGXM2fjnMFa79Wo7IqLW6e0UZ3/3YmV3VJfRfmTsEoCNpC0B2BajAy0H/+vfN/oR1Y/iD064eOork4U5MUv2N61H7YiI6ke7lcNHj+do5WEzi4gsYiAuAdhA2hKAbVH4ZC9+8bjU6Ed8I3a+cuLFk3l5ZErt5Cjo8PmzfkRE/MFXpq6ZzsviTi/P815vpzJncBMArjJtCcC2yL/2m/29Yb/zvYWX7SflzAMtp/IyBi/7ERFZ/N70UKfzLQHYKm9c9A0AwDkZtu7Gy4jqR/H2osuOT2cdTaYdf3zkNV+9iIiI34/fm92iALAljFsCsB2GrbvLzYadtOxQZPYvR49OHVICANtDWwKwDfbLstb5syWfMOrDE5ZQThgcPfQSALaNtgRg843Lcrcyo/2aX7q2eFfY45v6TOu/HCwsTwDYeNoSgE03WZazCrDx4xlHhkyaenTy09Kvfz8iIl5Un+4dvxIAtoe2BGDDHZwS0q4WCoVCIb5+ff+fP/l+RET8LO5fj69fj9ZfxdIzWg/nyr799YiI6Nf+8eFKy3mF2a0XCuVyvdV1wCUAm0dbAsChJQceJxL0K51aRET74+7MJZoTuh+3I/r99stwwCUAm0dbArDhiju9/Kj44ev44ev4zjciIuKfx5PX8cPXp9o/tvDJ4TTa6vVvRES0q/Xu9DWTnw5bj9oREVF7p7Ly3wUALi1tCcB2WcuSyPFxIxGRv/dnUY2IaFfLhafTOwCNvt2wWy81+hHjVZ8AsGm0JQBbZPmwnLnwcnx85eTrFD7Zi52P4mZE9OP+9Wg9jl/8fYzHNn/xV4Uv/ItStR0RkSlLADaWtgTgitvfo2emcuvotjnLHz55vELHSTn+c5yaEV+J//TjZi2LiOj8adz/0uGOQfffjZc/i4is1hz0lCUAG0tbArBdJqeznvYpU3+O8zIiIv5J41//l3jyUbNWi5sTT86yrNbsDPLe7o4tfADYYIU8zy/6HoANVygUIsK/bbhsTr8l7P5Y5fjP8QULXuq0HQsAV5S2BM6ctuTSWj4vl7ny+GXHxjYBYGOZEwvA9lqy+mauvZz6ePLPqSeuZWdaALjk3rjoGwCAS+Onfxx/8v1lLiyM/uc7r+Ptw019NCQA28y4JQBbbS0TVvePG5nzmubEArANrLcEzpz1llwJKyyMTDwtEwA2iXFLAIhYKf8UIwCMaUsAWNHkUKfOBGDL2csHAFYx3gNWVQJAGLcEgNVMHTqyeO2lLWQB2HjaEgBWtOQpl6OvyEsANpt9YoEzZ59YttO8mDSHFoCNpC2BM6ct2WYzC/Pe62tPHpz/vQDAGTInFgDO0PFRynuvr0XE/ccXcTcAcGa0JQCcoePjlqMRy6fX96zABGCTmBMLnDlzYtlyCxry3utrT6/vmSILwAYwbgkAF2MUlhHx9Pre/cf7s2QNZgJwRWlLALgA+df2RyzjYAVmxGFeWo0JwJWjLQHgDM0chxwfg/n0+t7o4/EizLDZDwBXk/WWwJmz3pItdzwvZx5xOb5sPIw5YkEmAFeCtgTOnLaE5fNy/PXRuOXkSGYcDG8CwCWkLYEzpy1hqi3zr12bzMgFjs+MlZcAXE7WWwLAeRul5lRw2iEWgCvNuCVw5oxbQkyk42jQcvz10ejl5KPjhxZv52MAE4BLxbglAJyHcTTOHK4c7xw785onD2aU5GR52lQWgAunLQHgYkyV5OSn915fK3yyN+7Jxek4elReAnCxzIkFzpw5sTAyc7fYUUnGxBzXcSWOvnL/cTx5MHtTn8kvjj81VxaAC2HcErbPsFUuFAr17uKLuvVyuXCgXK63usNzuj/YFpPzYCeDcPTx+CtTD80bzBx/ev+xMUwALoC2hG3TrZca/cWXDFvlQqna7h9e1u+3G9VSodzSl7Am4yMrY9ZI43jEcmSFpZXyEoBzpi1hmwy79XK1fcJF4/jMmp1Bnud5ng86zSwiot8onTDcCcwzNSH26fXZJ45M9eTUNNdTFaO8BOA8aUvYFsNuvVyqtk8Ysoxh61E7IqLWyXs7leLoi8XKTm8wysv2I2OXsJLJw0VGg5bHT7k83pOJiyflJQDnRlvCFhh26+VxV2bZoku77zf6EZE1H1amHinufNjMIqLfeN/QJaxmlJejsLz3+tr4oMtxXs5baSkRAbj8tCVsvG79YO1kVmsO8g/vLIjL7sftiIjszu3i8QeLt0dPffHKyCWsanKZZRw71jLmDFRO1ua4P2ceenmcLgXgfGhL2A5ZrTPIe7s7M5JxwvDVi4iIuHVj5nXFG7ciIvrPnotLSDJabDmqvsmwjPkpOFmSThkB4BLSlrDxKg8Hed7brSzOyjUpzHIe3xiuiCcP9sPy6fW944k4ud5ypsnzRZxmCcCloi1h8xWXrsrBy9GSzJul2Y+Xbo62i305WMd9wZaanAc7dRbl4v17jp9gOe8oS8EJwPnTlsA65bNc9E3BpTMOy5HjeTnTvGMwj39sjSUA509bAsAFKHyyt3j95DLlOX7IQCUAF+6Ni74BANhgw1a51OhH1Dr57v7JPoVP9u69vhbXo/DJXv5geiOfb/2/0RMiIp5+M458UOvce3vieKC/rT9ttSOyt7/bG0Xm3keFv/zrGTcxfp1JWXPQO2F7LwA4BeOWcMUNW+UZu+eUWyvt5Lq/nnKuk9ZjAicZHWX59Pre6HzLyYdGffjv/mt/7pP/zvgkAJeXcUvgmP7LQYThDFi7+4/jXlwbheXMxZP3H3f/4a9jNBT537915IlTH8x07d383rtHv7Q/thnNQW6QEoAzZdwSrrjiTm/G7jkrznQr3r6TRUS8eDVz2HP/+Mvszm2/osLq7r2esUPsvk9f/d+IKN75/reObAabbPGUBABYA20JTCjeuBUR0X/2fEZcDp8/60dE3LohLWEl8w60PPz4/7z8LCL+1Y3/ODFQaR4sAFeCtgQmVR42s4joN+5Or9gctu42+hGRNR9WZj0TONHxEchxN44e+vWnLyKi9k5lcgtZB4oAcCVoS+CI4s57tYiIfqNUbnX3+3LYbR3sXFl7z5otWMnMRJya9fqrX/Yjan/zP7qtevkH3yw8/WahUCj84Hv1vU9X2p4LAM6RtgSmVHYHzSwiot+olkbbzpaqo7DMmoNdg5awmplTW48OS4428mn/9NvVRrv/2cFXPxu2//LbpR/8SF4CcKlpS+CY4k4vH3Rq2eHuH1lWa3YGq24RBMTCcct9o418IiKyN/+o828+yO99kN/77uCrX84i4rO/WCUvn3x9lVsFgBVoS9g2BxvLnjAAWazs9g53oO31dncquhJW93cnPP7kwcFGPhFv7vSyP6z89uiBzxevvdv76pcjIj77i/f3zvIeASCFtgSAi3f/ccRbu/c+yO99kGdvTT967d3OmxER7b8xMxaAy0pbAsDZ+6cRc5Zcjjx5sPiskdLvFCMiPvvl4Phj//bO3NcEgHOjLQHgPCw+TeT+48VnjRR/53fnPvbnz2ZnpMNLADhP2hIArryZGWncEoDzpC0B4PIb/uqXERGf+93SRd8JAMymLQHgUtj7qPD0m4Wn32v9+vhjnz7/38OIiH/0+bkbNk+NUhq0BOCcaUsAOCeLe+/aP6tFRAyf/cOnU48M/+fTxmcRUWy+dWwL2fErW10JwMXSlgBwfhbl5VsP3y5GRP+n3y73//bgrJFPu/3vlX46jIh48/bOb8963sx9YqUmAOfsjYu+AQDYAu1qoT3vsezt7/a+8PmIKH7hXudXT6s/H/Z/3ir9/Og1b+58ePzcy5E/fxY735oeujQnFoBzZtwSAC6Nz1eyPx589Y9qnztcVpl97svNr363l701d6XlmJ4E4AIV8jy/6HsANlyhUIgI/7aBKWuctvqk95N48sWpl5WaAJwn45YAcDHW0n5PHsST3k8iIu7/ZFSVo0+FJQDnTFsCwIVZoQCfPJh+1v3yFw//nMhLADhP5sQCZ86cWFhsweTY8Q49xyv0/uPDL44+3v/K/cP5sQBwbrQlcOa0JSzPXq8AXFHaEjhz2hJOa3JMEgCuBG0JnDltCQCw8ezlAwAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQCptCQAAQ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```r
```r
# cluster objects in shared VF space
obj.opossum.IT.PVF <- obj.opossum.IT
obj.mouse.IT.PVF <- obj.mouse.IT
obj.opossum.IT.PVF <- SCTransform(obj.opossum.IT.SVF, vst.flavor = \v2\, residual.features = poss.shared.vfs, return.only.var.genes = FALSE, verbose = FALSE) %>%
RunPCA(npcs = 30, verbose = FALSE) %>%
FindNeighbors(reduction = \pca\, dims = 1:30, verbose = FALSE) %>%
RunUMAP(reduction = \pca\, dims = 1:30, verbose = FALSE)
obj.mouse.IT.PVF <- SCTransform(obj.mouse.IT.SVF, vst.flavor = \v2\, residual.features = poss.shared.vfs, return.only.var.genes = FALSE, verbose = FALSE) %>%
RunPCA(npcs = 30, verbose = FALSE) %>%
FindNeighbors(reduction = \pca\, dims = 1:30, verbose = FALSE) %>%
RunUMAP(reduction = \pca\, dims = 1:30, verbose = FALSE)
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```r
```r
DimPlot(obj.opossum.IT.PVF, reduction = \umap\, group.by = \sample\, label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
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<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltUGxvdChvYmoub3Bvc3N1bS5JVC5QVkYsIHJlZHVjdGlvbiA9IFxcdW1hcFxcLCBncm91cC5ieSA9IFxcc3ViY2xhc3NcXCwgbGFiZWwgPSBUUlVFLCByYXN0ZXIgPSBGQUxTRSwgc2h1ZmZsZSA9IFRSVUUpICsgTm9MZWdlbmQoKSArIHhsaW0oLTE4LCAxOCkgKyB5bGltKC0xOCwgMTgpICsgY29vcmRfZXF1YWwoKVxuYGBgXG5gYGAifQ== -->
```r
```r
DimPlot(obj.opossum.IT.PVF, reduction = \umap\, group.by = \subclass\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin 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 -->
```r
```r
DimPlot(obj.opossum.IT.PVF, reduction = \umap\, group.by = \type\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
p <- DimPlot(obj.opossum.IT.PVF, reduction = \umap\, group.by = \subclass\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
ggsave(\E:/Opossum_Paper/Figure 2/Opossum_V1_IT_UMAP_Subclass_PossSharedVFSpace.png\, plot = p, dpi = 300)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDcuMjkgeCA0LjUxIGluIGltYWdlXG4ifQ== -->
Saving 7.29 x 4.51 in image
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZ2dzYXZlKFxcRTovT3Bvc3N1bV9QYXBlci9GaWd1cmUgMi9PcG9zc3VtX1YxX0lUX1VNQVBfU3ViY2xhc3NfUG9zc1NoYXJlZFZGU3BhY2Uuc3ZnXFwsIHBsb3QgPSBwLCBkcGkgPSAzMDApXG5gYGBcbmBgYCJ9 -->
```r
```r
ggsave(\E:/Opossum_Paper/Figure 2/Opossum_V1_IT_UMAP_Subclass_PossSharedVFSpace.svg\, plot = p, dpi = 300)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDcuMjkgeCA0LjUxIGluIGltYWdlXG4ifQ== -->
Saving 7.29 x 4.51 in image
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltUGxvdChvYmoubW91c2UuSVQuUFZGLCByZWR1Y3Rpb24gPSBcXHVtYXBcXCwgZ3JvdXAuYnkgPSBcXHNhbXBsZVxcLCBsYWJlbCA9IEZBTFNFLCByYXN0ZXIgPSBGQUxTRSwgc2h1ZmZsZSA9IFRSVUUpICsgeGxpbSgtMTgsIDE4KSArIHlsaW0oLTE4LCAxOCkgKyBjb29yZF9lcXVhbCgpXG5gYGBcbmBgYCJ9 -->
```r
```r
DimPlot(obj.mouse.IT.PVF, reduction = \umap\, group.by = \sample\, label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltUGxvdChvYmoubW91c2UuSVQuUFZGLCByZWR1Y3Rpb24gPSBcXHVtYXBcXCwgZ3JvdXAuYnkgPSBcXHN1YmNsYXNzXFwsIGxhYmVsID0gVFJVRSwgcmFzdGVyID0gRkFMU0UsIHNodWZmbGUgPSBUUlVFKSArIE5vTGVnZW5kKCkgKyB4bGltKC0xOCwgMTgpICsgeWxpbSgtMTgsIDE4KSArIGNvb3JkX2VxdWFsKClcbmBgYFxuYGBgIn0= -->
```r
```r
DimPlot(obj.mouse.IT.PVF, reduction = \umap\, group.by = \subclass\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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/BSLVl7Rlj9p3OdzDtd/M4Lbcm+3KzGWl7J+u9ODmyU6DyFL9GSef3prslcncya7Luf8i/ym7PMwRmm9j8R4pDmPEUg7ZLN+2uyzuKrOZ98z1wvq/3PF/zPzI8gZNhWmvMUgURL5qXML1nn5LJ9+BvNJf6y3Yjxd/ohm7f3NgO2kOg8hS/5kg32k5XmUfMcpj25/O4/+ptHRfHTIyljTYYtJTpP4Uu1ZC5lTcl6L0b6XrudrF6bXXLpKs3pZf9FTtr/NIhFqvMUvGRLVpqYjV0nq0PWbhv7Ru+r7xVjl/yB7SQ8T2FLuGRthRa/Uu8XWxWyZoO/W5PNxy+raf+zIBbpzlPgEi5Zu6esTpO7S1n9l+/+fFF8uk3UcoN/x2BrLCnD9hKep7AlXDK3AOum6Q8+VTxn12HvNV90q6/u9jPz1uXa/yyIRbrzFLh0S+adSnZK9t1P+fe7MBv8v9zuIyu7L7ws2RWLSZKdp9ClW7IVa7LqUy9kdoO/vdD/5eK5u93zSkKG7aU7T4FLuGSd5y7tjRe/USfLLtjsBv86cJ/+/fkf/quidy8MOoYpEp6nsKVcMrsH1nruV6uTR+dnvA3+9dMA3RswEjJMl/I8BS3pkpXDkn3nBb9k3gb/+feWd7/+6d/qvlEc55aYJOl5ClnSJTNnlN3LXhPw4nFMlPI8BS3pkm14Y6X2/TBXv4+ceX8mYFtJz1PI0i7Zhvd+a1dco+88XrIiww4Sn6dwpV6ycj56jjks1+iXWJFhotTnKVipl2xjrsr+h7zYEntIfJ7ClXrJNl/gLzt/896MnAUZpkt9noKVfMn6LVuRNj9g7u/ah47opD9PgcqhZN1r+r20lSvrxpoM06U/T4FKv2TDeK1Yog2+SfvIEaHk5ylUmZSsXLn2WhM5YLLk5ylU6ZesPUncsLm//1VOLbGT9OcpUBmUrFx7crniGhmwkyzmKURZlGyw6upvMxusyIDd5DBPQcqiZOWai/6j18+0jxfRymKeQpRLyZpXHq246N99ApNLZNhdFvMUojxK5sdp1j/L7G8wA3aXxzwFKJOStbfnqds1m/fCRcogJ5N5Ck8mJRu/rj9ckBEy7CePeQpQNiVrl179V2EOHtQ+UsQtj3kKUB4ls4uv0n8esz3hNKszXjOO/WUxTyHKo2SlH7Kxk8vSpQ3YQx7zFKBMSlZrXn7pdmIMLpFxi1jsLZ95CkxGJSvtvjJ/HTZ4BgDYQ1bzFJK8SlbOZ507Kpbds0zWZNhXXvMUkMxKNpvN+nderMzMMwHAnvKapx08/da3/E8Xn3/5lUcSPzezkpWzzlX/pmpV3qgYZGQ2TxMtHhwVlZfetI88u148/5bEj86tZO3ppPf+I/b6P7C/zOZpmsXtovVRsw6jZDvyLpL5F8wIGWRkNk/T3FsuyG7Wf73Y5ouS7aa/62K5H7ZkAwak5DVP05xWBftYtRhbvH1kU0bJdtRZkQ1fugTsJ7N5mqRakl1uPnpyoyguLU8wKdmu5v4tr0vzcUnKICK3eZpgcbs4uNt+/MykjJLtqL8R1r2unPNLCMhsnqboRKv6ZLlAo2Q76u/rN2sxFmQQkdk8TdGN1uOjorhGyXbVf9qyNNf6ObmEiLzmaRL/7LJsrv/fomQ7GmzA8L9CyrC3vOZpmnvLVZh1UlRlo2Q7GryXUvtoyT4MSMhsniY5LTqLsmXKfp2S7apzgczeskz7qJCI7OZpgnqL/8HVr7qXWd5f7venZDuZ90rGFn9Iym2eJnlyvReuE0q2q/kgZeYe/9pHhiRkNk8TLV7vhave7U/JdjC6CcO/YgbsJa95mm7x8N91buKzePAiJdvFIF/DZzGB3WU2T1Ke3bzy0n5By61kK1LG2SVk5DZPQvbfjJFdycbvh8Et/CEjv3kSQcmm62bMPnNJySAhu3mSQckmGzm7LM2GWWBfuc2TEEo2Wecyv7k6xnOXEJLbPAmhZFMNLva3D3PFHyIymycplGyqVZvIWJNBRGbzJIWSTbRyNywlg4i85kkMJZvKvSmctx5b/oWUQUBm8ySFkk3XP61sG0bIICG7eZJByabqn1eaFyqxJIOIzOZJCiWbaORSv71HmeJhIRl5zZMYSjbVfNa71G+2YhAySMhsnqRQsulm/V2wsa7GjrUPACOymycZlGy6dk02az5x55Ux3cv/uPrPkvaBoC+7eZJBySYzIZvNyrZic/N4NFfLjh3tQ0FPbvMkhJJN155c2jWZfTyee2Afk7JgZTdPMijZdM11MnMuOWsfnc9iWZB1Q0bKApPdPMmgZNPN7LOX1V+ak8w6ZNUHcYSsapdpGCULT3bzJGPxza989dHmb1sjq5LN22tj7Z0wemuyOM4tj/u0DwgdOc3TLp7+zsuvfGW/Zo3LqWT1Gmz5F3Oz2Pbxmfu61qFNQMqCltE87eDJjeV79RZX5VuWU8mqE8v6Kpk9o2wXYfbzmEJWErIw5TRPk50eFS2Zd4bz5VSy2Wy+vEg2s1f8m3bZNZnakW1vsCIjZWHJaJ4me1a/BfnBSzfrlF2SXpXlVDLv5ePxvkTpuLnmz5osUDnN01QnVcGuVX9f/Lfqg1vCPzyrktm7k828G183Zqt+SWBYkwUuq3ma6F4Tsuajy8I/PK+Slc1LyGf1tbE2ZE3CltfKYtgZay6RlaQsTLnN0wSL28XB3ebDU/nTy/xKttxFVrZX+ZuENf/p3yQjSP2KEbLA5DZPE3i7Xx8fiV/zz61k83Y7rDmbXIas92RmwNp0HfunmcqHhI7M5mkKr2T7b+kfyK1k5TJkszZmsyZi9iLZPPQLZssFWVlychms3OZpAkomaW5KVpqglfZM03/5UpDGLvcfax8UOjKbpykomai5C1i7AJu5egW8Jju2tyTjucuQ5TZPE1AyQfZyv71OVnprstJdMwvMaMIIWYDymqdJKJmc5slJuyobC9csxLthj55WErIQZTVP01AyQbZjbcJGVmBBbsUYWYlRsiDlNU+TUDJJ7WWyub1E1vnqLJaQcXYZqszmaYoqXwcfeXnpM0f2w5dffkVkj2xmJZs3T1vO3Q5/P2Wz5i6MAV4pW5kxnrwMTF7zNMnyBeQjZFZnmZWse25Z2lWZ2/Ef5D6MNQsyVmVhyWyepqBkkmazbsvaDWXuCQC7azYg3Wv8vVPLY+WDQ0dm8zTF4ptfGbXnba9bmZVsNuumbDabdTaUuS2zmkfZs+bUEqHJa54CklfJ+iFbtSYLKmTu1Zb9kHFiGZ6s5un8Le4fFcWFV0dWcVmVbDZWMm+j7Mx8Ngvpqr9N1ujJJcKS0zzJePiPt79O9ri9fba5O5Anp5LZhs39lLUrsln76qXmuc2AdmLYS/uDN7okZQHKaJ4kPL0/5f4+9T6OO1X7xn5NTiUrzTWwuZ8ye2cfP23zgM4vvWyxKgteTvO0t4c3pj13edJ+b7U0u9b/Wk4l89Zkw8v6/ksxZ2Xvi5q85y2HKdM+OPRlNE97qpdjxaQ3J6mWZG3ATob5y6lk3maywVaLmf9NAYas07A5HQtWTvO0j3dutle8xq7er3Bqr489PhpcKcupZP7F/v6KzPvMXCw7/wMcs+Kssu0bQpPRPO1u8aBdjl19Y8ovO/Fft9k/vcyoZP5yzIuVuTpmrpeVdlmmd6i1xe367Weae8Q2Kfvv/+zDRfH9r31p+cnXioNfPj6+190tPbh4gPOWzzztzCzHJm/up2SNzgaMmRe23tfLdlmmeaxlWzL3LOXx8W9+uPn3/8e/ZEtWUrLQ5DNPuzHLsYN/Mv1NSe7ZS2rN/5tv2P/1Sx5myMx6zJ5cems0uz/WPg+gf35Z/8vyzyW/VhR/7N8cf/1fF8X73Zqs+dbTsf01UJHNPO3kyev2rHKHG/tQssbMX5UN9F5bPnhu89xV/7Le74Xs67/ULsZ+o3j+31KyYOUzT9O9/eKyOBdeq3skVrJWRiUbCVknX+6B0px+ah5tb03WlKvyux8ufo6SBSujeZpqeS+Mg1fftZ9Rsh3MhiHrvwqzc45Zqt/Sv7cm+1y7JDPPW55SsiBlMk+7qEvmnqzcoWQntmT5XvHvXRybrYuYPa8MqWTVyeVPdbZgLEvWfislC0ce87ST9v5kL71hPuO5yx2sCZl9ArPzSKm9KOuW7Pc+Wfzc13/zLxfF9/+sf7bZfCslC0cm87Sb5tVJxcFH392pZG4/LDtjRyPmn092YhbQmux3P1z87C8NdmEcN99KycKR0TztwrxE6cJr/3d6yXi1Uml2vnpnkyNNGyzcVI94ULKi+MkvHX/91/xdGO23UrJwZDJPe7AbY6ff9vqk/R96xq8gn/Uv8G9H85CHJWsulP1G8yTm17x6UbJw5DFP+1k8eLHdVvbmtF/IXX38Ndm6og2f39QzKFn73OXvfXKZtLpkx+23UrJwZDJP+zJbZO2mjO1wp8Xa5AVZYGuy99tnMd/PdbJg5TNPe1q0l/+LC69N+VXc/dp/36Qtl2TqV/y9nbHPPml3YXxuWTJ2YYQpm3kS0F7+513itmZvd7Hi9NLe+3rkK2o6a7KyXYn11mTtt1KycOQwT4Lqy/+UbFuuSOtOJce+qHnUvVcrtS+39K+T/bL5VkoWjgzmSdbiwd+lZNvq39d6zdllONf8vbv6dC6Ufc6+gpznLgOUwzwFKYuStdoTydUZG+4oU0xZr2TVoqz4q/9puZ/sp+or/ZQsTBnNU1hyKNnw3HL8TNLc3j+IkNUls5Y7yH6t/eQnlxfOTilZkDKYpzBlUDKTo3UZW/cVpcMelOz4P/6D6sO/8s+XITumZGFKf5521r6CfIAr/tuatcuylQUbBK29O5n2sqx2vIbqgWFUBvO0K0q2M7sjbDbzUrb6vhjenWKbvwecspKQBSnledoTJduRnyHv/NL/2sqgda+Yqf0jNI6Pu293WVKycKU7T3urS3Yw9aWWW0u3ZF6ZzOqsu+RatyzrPahsfElGykKU7Dztr31bpTOKWbIlm80617qG544TShZoyrSPCiNSnScZT88uZqmWbGWhRr868m3dx+fK/zjDlvEG5GFKdJ7k2JhNevvxzRItmR+k3q2v197Vp/s6APvBfK6espF1mfYRYUSa8yTryReam/OIxizxks3am/OYDzdc6m+bN1zRETJsJ815Eicfs0RLZp+4nJn9FOWmK2TeOqxbPLsfTddx+18bNcVjwUqJztMZePK6aMwSLFmnWKWrk1mbrc2Ze4KzG7cAUmawKAtZevN0hpqVGfvJxo2dHQ6XXRtCNvx27X8sT7u7TPswMCa5eTpTD29SstVW7AlbX7fN36z9j9VzXJY8fRmg9ObprCwetm+ydImSjZhvugFZ5ePFDw6L9S//UvEJ74YYg3uZaf+D9R03e/8RmMTm6ay4u/iP3ZN/F4mVbD7fYsW1LJm5+GWS9vGiKlm5fGD0PtnK/2B9y4odax8FBtKap7Mhn7EyuZK1a7L1p5JuTeZ8tvpz/UT9A0y2el9X/scaOrZ/QUgSmyd5i99uM3bxi3IZK9Mr2aqQ+Q+NlKw6tyyKu+bXj1351/7nGsFl/wClNk+y7Hv2XrwjmrEyvZLZ08veRS7/0ZGSfbz4a83ZZfNN/a21wYaMlIUmsXmSZDP2knjGyoRLNqp/xd/4bPGD/6Iumf2m0t3ZJ7hNGEb7MvJj7eOAL7F5ktTcn+ylO2fz0xMr2fZX/H3VueU/rEp211Srff3lzN8oG5xje9cy7SOBJ615ErW8P9nLQ6+IrNASLNn6V4uXIyW7Xfz1mVuTRXKVzGyQJWZBSWueRHHP2O2NLMlGYtYv2Wfrz5clW3GfxSBD1n1RufaxoJXUPMmiZBOMlWhTyepzy6Zk3dVcEHfxX+vYW5dpHwsaac2TqMU3vzLqq5xdDq3Ol7c9o1eyj1fnlm5NNnKvRe1/qJWOS15PHpq05ikiiZVssKF15KNeyT7bfNZbk/k/I1TcryxAic1TPBIv2aBig5I155Yze8V/7EmCUBGy8CQ2T/FIrWRb3Adj0SnZiX/t0V+rhfFulxuQstCkNk/RSK9kG++juF3JAt5JZnF2GZ7U5knS02/53pX94amVbE3G7Ops7BXkzXWyzqs2g93c3zjuhYyUBSGxeZI03IVx4RW5d4tLrWTb7MNYWbL+O2SGXLJ+xkhZGFKbJ0Gj+8muSr0EM7OSrV+TmRcquQVZsCEzt1okZIFJbZ4EPbt5paN5Q5JL3GlxBZOs0t0Atpeyj3v/L+ETrmQHd93b+pbt68iDxposQMnN01l65/VqBC/L/Kz0Sua927gfsM5+svGSmXvG2vaFvCRrQ1YSsrCkN09n6u2iWkGI/KQES7bVnrIVwr9XrOUnjJAFI8F5OlP3iuKayA/KpmS9lG0MW/sOvgE7Lv2cKR8MWgnO05k6lbpSlmLJRu/lY94saXXC+ueVQWes4dZk2keCVorzdJYeH3EvjNV6CTPvMFKufWaz+2ZLs/azkB1zK//wpDhPZ+nZdUq2xsqzxd61/zUhC39N1l4g0z4MdCQ5T2eIkq3XWVi5E8Zy5brMve2IeUMS1ePfynHJ+8QFJ815OjuUbIOxWK3+kv8N5u17gR0kOk9nhiv+G/UiNTN12hQys4pTPHTEK9l5OiP3pLbGJl0y76KX93Lw7rOU7iPz67zqARMlO09no1qSFbdEflK6JRvb4d88vGrDWecXqh02opbuPJ2BxYMjsRdeJlyyzh35SxeyfsBGUhb885YIVcLztK/F57vvc3lz+ZbkQi9WyqJk7mnLzqPDNdnMXGztp5wAABISSURBVOp3fwEmSXie9jV6V5+LQiFLumSd21d3V1zjIfM+iGQjBkKT8jztaaRkF16Tuj1ZDiUzHy7/5r7QX52ZjWT22wgZpkt5nvbUe7/LN2Tvf510yZaLr3npTi5n3tOX3Ztc9y+UATtJep5ClnbJKvP53GuUuRjmV8zej9H+mk7VgAlSn6dgJV+ycl4OKtV9xrJ7scx+k87RInLJz1Oo0i9Z9/6v/ZPK/tV/+4vUDhdRS3+eApVByewN/cvexv+RJzAJGPaTwTyFKYeSNTovVeo8Y9n9tPPtwDTZzFNo8ilZoxcwsxvWW6bZ79M9UMQps3kKRzYla84tO7tl/atlLmXe9wNT5TJPwcmlZDZX3qrM7DNr/uZdKmNjLHaVyTyFJ5eSjd0ttn3YnEi6wPFiJewql3kKTjYla/Wu7bslmP/aJvPSJWCqzOYpHLmVzLzHeO+FmKX/+nG3OiNnmCi7eQpFdiXrXO8ffKF3+skpJibKbZ6CkVfJ7LX9sbsprrjXDzBBVvMUkqxKNrN39B/e4dp7Ybk7vyRkmCineQpKViWzKevcusx8pfOUpv8OmMDWspqnkORVsrL3TKX/Fb9knXdlAraX1zwFJLOSdXeP+Q+PvOkSb7KEyXKbp2BkV7LS7n41y6/mweEryztvAwBsJbt5CkWOJfOyZbeV9R/172QGbC27eQpFfiXzboPhr8mGyzJChunym6dAZFgyb1nWfrpqVywhw1Q5zlMQsixZ923HRxdjhAw7yXKeQpBnybyb/JT2NhljSVM+TEQnz3kKQKYl6925x26DHS7NVI8S0cl0nvRlXDK35rKfjJ1o6h4nIpPpPOnLvGT+msx+QMmws0znSV+uJfNT5s4zOxf7KRmmy3We1GVbsvZU0t3kxzzGVX/sId95UpZxydzzlb3HWJRhZxnPk67cSzZyv0Wu+WN3Gc+TrsxL1g+Vt/2CkmEHGc+TrpxLNkyZXy9Khh3kPE+qsi5Z59ax3XvFdlZlqoeIqOQ9T4oomduA4R7gQhl2lPc8Kcq8ZP2UETLsJ/N50kPJZuZNlEZfeEnJMEnm86Qn85L1LvGzKMOe8p4nRZmXrH9Lf0KG/WQ+T3pyL9mS1ytChr0wT0oomf8K8uVnXsNIGSZinpRQMnN9zLyrb5Mw964lhAwTME9KKJnrl1uGlWXnlBPYFvOkhJKVbcrsDbDLmbdKAyZhnpRQMncG2dyurOzfUBbYHvOkhJKV7SX/snPL2PYRlmWYhnlSQsmW3Jnl4L1KVI8LsWGelFCyRucyvz3NZE2GiZgnJZSs5S3CuEyGnTFPSiiZ43aTzewzmcAkzJMSSmaZHbGdvbLAJMyTEkrmuDeM4zWX2BHzpISSdcy6b3mpfTiIDvOkhJJ5ZnY9VnKdDDthnpRQMsd77eXyU+3jQYSYJyWUzDNzu/xLs8kfmIJ5UkLJPO02DG8/BjAN86SEkjnuRZftfn/tA0J8mCcllMzx71FmtmQAkzBPSiiZx10i477X2A3zpISSecyJ5czdCxuYhHlSQsl8s95/gYmYJyWUzGOfu/T+DkzBPCmhZI65RlayxR+7Yp6UUDKPeyNy3loJu2GelFAy36y7MZaUYSrmSQkl85jnLGfs8ceOmCcllMxzOPOftqRkmI55UkLJnMNDt7G/fQk5LcM0zJMSSuYxl8ZmXPTHjpgnJZTM4152aV+BqX1IiAzzJO7x0WX78eL+UVFcePXR8Lsoma9XMkKGqZgnac+uF7Zkj6uO1Q7uDr6Nkvn8e8bOuOaP6ZgnYU9uFLZkVdQO7pTlw6Pi+bf630fJfLPevXwO9Q4FcWKeZL1dr8JMyU7aglVLs2v9b6Rknv5J5eEhKcM0zJOkJzerM8kjU7JqSdYG7GS4KKNkHu9Sf+OQlmEa5klQla7i6rdvm5Kd2utjj48GV8oomc9d7W8+nZEyTMM8CXp2/eKb5cKWzK3E3OrMomRdwzUZJcMEzJOkd6v/bipZYSgcX6jaO/h7t4udlZQMUzBP0lzJ7hWXHvUfo2Qj/NNK+3cWZZiCeZK2qWQtSubxU1aa22IcshcD22OepFGyXZiU2ctl9X9YlWFrzJM0SjbZzLsnWbsmq+/0Uy/LgO0wT/tqX5Fkt1n4V/xNyXjucp3eXrLG4eEh55fYHvO0r3UlYxfGVmbLbnVSNms2YnB+iS0xT9Jcydx+WHbGblAXqxOyOmukDNtjnqS5kvFqpW3VweqeXLqQkTJsg3mS5l3dP2nPOXkF+SbLs8v241kTr0NzfknKsAXmSZpXMu7qs6V65WVD1uyJPfSoHhviwDxJ83dccKfFrdTvSNJ8UP+lWZPV55WHvP4S22KepHX2jnH36620O8e8ah02GSNl2BLzpISSGc0K7NB+2PzX/I3L/tgK86SEkrXMVTHv085nXCvDNpgnJZSs1VTKlcp9ZhZrlAybMU9KKJlxuOKTNnHuFBNYjXlSQsmMOlGj9+8/NA9wgomNmCcllGypSdTIW5Ec2s9Lzi+xGfOkhJLVzPX8OmR2CWaes/T3+ZMyrMc8KaFkSy5S5jSyt73f/7v2wSJgzJMSSrbcRPzDZrvYslUn5j0Ofrh+8LR434cODz9QdAxewArUmCcllKwq2Q80JbM+4EpWhe1HKRm2xjwpoWR+yZrXWP74Ml32lPJH20/dx9oHjHAxT0ooWVn+RG9N9sHiT/pXx2zJSkqGTZgnJZSse3ZZLtPlwlayJsMUzJMSSja8TvZnij9vb4ExVjLt40XAmCcllGxYsg9836//UFEUf+KN8etk2oeLkDFPSiiZ24XR+nH7BOWPjF/x1z5eBIx5UkLJBmuyDxbF+/7c4eFf/KE2ZZQM22OelFCywZrstKivk9VnmcX3cXaJaZgnJZRsUDL/NPNHhiUbvhcCYDFPSihZ85YHYyVr95m5kpXVxyPv6gJYzJMSSra6ZNXpZbdkh5QMGzBPSihZ+zZUlAwSmCcllMy8od7o2eXwOhklwzrMkxJKZt8a1Lxi/APmZZcfbJ7E9EpWnlIyrMU8KaFk7k2O3fOTH2qXZHXSymodRsmwJeZJCSXz3q7dnlS+78cOD//CD7T7yigZtsc8KaFky5JZ9XKsbtjy4x/rrNHqe2BQMqzHPCmhZL2S3S0Py5/4s1XL3venP9Q926y/lZJhPeZJCSXrO2zv5lOW9tY+hyZkwAbMkxJKNtB5hyW7JUP7qBAH5kkJJRvj+kXHMAnzpISSjeouxwgZtsU8KaFkq9QNO+bcEtMwT0oo2UrLlB3zruOYgnlSQsnWqEJWp0z7MBAR5kkJJVvvWPsAEBfmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJMSSgYIYp6UUDJAEPOkhJIBgpgnJZQMEMQ8KaFkgCDmSQklAwQxT0ooGSCIeVJCyQBBzJOSAtiB9v9ug8WfjBLtiUCctP93Gyz+ZBDamS6Hg+n4t4TQZpXDwXT8W0Jos8rhYDr+LSG0WeVwMB3/lhDarHI4mI5/SwhtVjkcTMe/JYQ2qxwOpuPfEoD4UTIA8aNkAOJHyQDEj5IBiB8lAxA/SgYgfpQMQPwoGYD4UbLcPT66bD9e3D8qiguvPlI8nAAOwQjsTwZrUbLMPbte2Hl9fNTcl/TgrtrhBHAIRmB/MliPkuXtyY3Czms1ugd3yvLhUfH8W0qHE8AhGIH9yWADSpa1t+u1hpnXk3ZOqwXINaXjCeAQWqH9yWADSpaxJzer86UjM6/VwqMd0xOtpUcAh9AI7k8Gm1CyfFUDWlz99m0zr6f2KtDjI6XrQQEcwlJ4fzLYhJLl69n1i2+WCzuvbr3h1iDnLIBDaH/30P5ksAkly9i71X+DmtcADqER3J8MNqFkmXPzeq+49Kj/2DkL4BCcoP5ksAkly1xQ8xrAIThB/clgE0qWuaDmNYBDcIL6k8EmlCxzQc1rAIfgBPUng00oWWba193YzQT+dW0zr4pX/NUPwQnqTwabULLMrCuZ+jN0ARyCE9SfDDahZJlz8+p2fart/wzgEJyg/mSwCSXLnJvXAF6TE8AhOEH9yWATSpY57xr2SXvOqfoKcvVDsML6k8EGlCxz3rwGcO+aAA7BCutPBhtQssz5+woCuJ9gAIdgBPYng/UoWeY6O6QCuMdzAIdgjiSwPxmsRckAxI+SAYgfJQMQP0oGIH6UDED8KBmA+FEyAPGjZADiR8kAxI+SAYgfJQMQP0oGIH6UDED8KBmA+FEyAPGjZBB3WnTfFfJeUdyq/35S36zwlveFZ9erB651P/dvL31aOBdeurPp7mDPrnMnxGxRMohbW7LL3W/spKv+/NKj3tedTZ26xz1d80XJIG5tyfw74d/rlmxxu7do65VsQ6juc3fqjFEyiFtbMq9U1cnkFb9kj4+KK0f+L/V/0NP7vQVbz+I+99nPGSWDuDUl+4hfqtPi4At+yaqvv3bbX7R1f9DJulI9uc07hmSNkkHcmpJ9zC/VveLS217JqiXa82+d+Gnr/qD+8wGexYP6DUNepGT5omQQt6Zk107c6eXidnHt1IvT8pdVZ5juFLL3g+6tLFl9Qe3qt29TsnxRMohbV7LH7vTy8dHBXb9ky2+rr/rfWvGD1pXs4LX6l1KybFEyiFtXsoU7vTypVl9eyR437/B94v3i4dmlvxvN8//qd6KkZDmjZBC3rmSlPb2sTy5Lr2TtFbKqV7ZHE674l5Qsb5QM4taWzJ5e1ieXXslsh7xzSO8HLd652dtWO0DJckbJIG5tyezp5Un9d1cye6n/1G0b6++M9XfVDlGynFEyiFtbsuqvy95U3blceiWzSzHvmn+vZBffXPvbUrKcUTKIW1+yavFVJ6v62y2vZMvNZM23u2v+fsmuvPLGht+WkuWMkkHc+pJVzarPHpcnl65k3eVXW6T+D1qPkuWMkkHc486LJ11h2mcnl7esaE4ubcmaF487Nm+UDFuhZBDX2ac/LNlp+xTmrdKVrPp05No+JcO2KBnEede8au2WV3/H2KVHzcmlLZm/H9ZtgaVk2BYlg7zuy4pspcyrw6vTy//QnFyakvW2799rN2JQMmyLkkFeVaCD18wn9YljUylTsurLf//IrrraE87evWKXTaJk2BYlg7zl9fur9a6JxTuvuxskmpItb99vr4Q1TwJ0Xhte//o2cJQMW6FkOAPdC/jeRrGmV/fsC49OzRazboNOCrNHg5JhK5QMZ+HJDReyq+a88cTfPHbLfLTc9t+7r3V7RkrJsC1KhrPx5PNXmq357iVGJ8MN/aftSzF7Nx6rH6naRsmwLUoGIH6UDED8KBmA+FEyAPGjZIhK/+aLxcp7+yMrlAxRoWQYRckQFUqGUZQMQPwoGYD4UTIA8aNkAOJHyQDEj5IBiB8lAxA/SgYgfpQMQPwoGYD4UTIA8aNkAOJHyQDEj5IBiB8lAxA/SgYgfpQMQPwoGYD4UTIA8aNkAOJHyQDEj5IBiB8lAxA/SgYgfpQMQPwoGYD4UTIA8aNkAOJHyQDE7/8D5PEDWjyocAgAAAAASUVORK5CYII=" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin 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 -->
```r
```r
DimPlot(obj.mouse.IT.PVF, reduction = \umap\, group.by = \type\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
p <- DimPlot(obj.mouse.IT.PVF, reduction = \umap\, group.by = \subclass\, label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
ggsave(\E:/Opossum_Paper/Figure 2/Mouse-P38_V1_IT_UMAP_Subclass_PossSharedVFSpace.png\, plot = p, dpi = 300)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDcuMjkgeCA0LjUxIGluIGltYWdlXG4ifQ== -->
Saving 7.29 x 4.51 in image
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZ2dzYXZlKFxcRTovT3Bvc3N1bV9QYXBlci9GaWd1cmUgMi9Nb3VzZS1QMzhfVjFfSVRfVU1BUF9TdWJjbGFzc19Qb3NzU2hhcmVkVkZTcGFjZS5zdmdcXCwgcGxvdCA9IHAsIGRwaSA9IDMwMClcbmBgYFxuYGBgIn0= -->
```r
```r
ggsave(\E:/Opossum_Paper/Figure 2/Mouse-P38_V1_IT_UMAP_Subclass_PossSharedVFSpace.svg\, plot = p, dpi = 300)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDcuMjkgeCA0LjUxIGluIGltYWdlXG4ifQ== -->
Saving 7.29 x 4.51 in image
<!-- rnb-output-end -->
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<img 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" />
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuc291cmNlKFwiQzovUnlhbi9HaXRIdWIvdHJhY2h0ZW5iZXJnLWxhYi90cmFuc2NyaXB0b21pY3MvdG9vbHMvc2V1cmF0X2ludGVncmF0aW9uX2Z1bmN0aW9ucy5SXCIpXG5cbmBgYCJ9 -->
```r
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/tools/seurat_integration_functions.R")
Error in source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/tools/seurat_integration_functions.R") :
C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/tools/seurat_integration_functions.R:92:20: unexpected '='
91: })
92: } else if (assay =
^
subclasses <- c("IT_A", "IT_C", "IT_B", "IT_D", "IT_E", "L2/3", "L4", "L5IT", "L6IT", "L5NP", "L5PT", "L6CT", "L6b")
PlotIntegration(obj.integrated, "species", c("integrated_snn_res.1", "integrated_snn_res.2"), subclasses)
DimPlot(obj.integrated, reduction = "umap", group.by = "species", cols = c("#aaaaaa", "#c692b8"), label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-16, 12) + ylim(-16, 12) + coord_equal()
Idents(obj.integrated) <- "subclass"
subclasses <- c("IT_A", "IT_C", "IT_B", "IT_D", "IT_E", "L2/3", "L4", "L5IT", "L6IT", "L5NP", "L5PT", "L6CT", "L6b")
levels(obj.integrated) <- subclasses
DimPlot(obj.integrated, reduction = "umap", split.by = "species", cols = colors_list[subclasses], label = TRUE, raster = FALSE) + NoLegend() + xlim(-16, 12) + ylim(-16, 12) + coord_equal()
DimPlot(obj.integrated, reduction = "umap", split.by = "species", group.by = "sample", raster = FALSE) + NoLegend() + xlim(-16, 12) + ylim(-16, 12) + coord_equal()
FeaturePlot(obj.integrated, "nCount_RNA", reduction = "umap", split.by = "species") + NoLegend() + xlim(-16, 12) + ylim(-16, 12) + coord_equal()Scale for x is already present.
Adding another scale for x, which will replace the existing scale.Scale for y is already present.
Adding another scale for y, which will replace the existing scale.
PlotMapping(objs.m, ident.order = c("IT_A", "IT_C", "IT_B", "IT_D", "IT_E", "L2/3", "L4", "L5IT", "L6IT", "L5NP", "L5PT", "L6CT", "L6b"))
```r
sbcl_conf_plots <- PlotSubclassCrossConfusionMatrices(objs.i[[1]], objs.i[[2]],
\Opossum\, \Mouse\,
assay = \integrated\,
c(\IT_A\, \IT_B\, \IT_C\, \IT_D\, \IT_E\, \L2/3\, \L4\, \L5IT\, \L6IT\), n_iters = 5, all.genes = FALSE, upsample = TRUE)
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<!-- rnb-output-begin 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 -->
Warning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: package ‘xgboost’ was built under R version 4.3.1 Attaching package: ‘xgboost’
The following object is masked from ‘package:dplyr’:
sliceThe following object is masked from ‘package:IRanges’:
sliceWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer rangeWarning: NAs introduced by coercion to integer range
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<img 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vNyPpvs/sX0yFH6omN+r/2Yu+h5auSTxv1NirfasK/4aPBHqa9hT/GR9thujLps3B5GnL9xqThSOXsgyOfbXfzFeWfeTHnp7hPUsyvapLsr9Fq16qZfGbUrIvHecy6QF+f3LaZH0CJxfsRU476mqO1GuFTvt4lGR1CkOPdXhvs/v95gLN5HldbYL/j6fdwXrtlL91HF1RHKhRHn2138xXk/jc4FU6nk51qn30/T1KRFoaTfje2U07bkXJgtL59fQo8c3SbOZ1MjM0LJ50mTc2EGNTLbXtWqweX6kb3ohREZIxUZDdYJ3ajMfP9eIHLkqP1P06l7dMa97bdfbV1vNBbvbxWTyYVr7poafaFo1TY49kw1XbhfX3PN7yBec9dUUoXfGs+ocka+2EY7TZyP3UKs3wk3qk1O4DerPW+Mth2mn3cuoPVFEsXDo9vMIxSfEqh6gyFwLpmu/zi0J4ZWvhU01rfPB6n+dKS363w1M+K/TK6x9AfV9maJe5sb9Z+wbc/3cZaX66uviDyeENLcaP7ga6W12EANEuKudidEohbrnE2l2yUOYoU9nQq/S905Oz0avy07sjiO86R+Mz1kqV2qe/dIoX78ZkUn0zlNyfqtkhm9e+vTCZGvxTrzMvXbgj2ocSut/au9SvJ+91/GKO2ccuaN0W87LnWve9ushAjVYhs20YNflz6IH+rHblJ2RmR5LjXtQ4mwc9Q+baiKp8+rTt26qfPrSv136jUnuRl143y9labMFVL3VtjT70Attq04jvPO3BR9oWSwcxc+k6CwFhuowaMfmYdNjkIt1vnak/oiGY/bv5ia/rHEh+uYffooxaNXG5n2yefZiOfzHUi4cf7GrXb4ZyKfjwFxFuedeX+Ul+6uCJjuPhF+LVZWPTiEZhdMlRXn9y2mpm+TjvN0mCO65O5G+FTvt4l8R1CEOPcf0teE18T1Brqwxn5B4t4LTfriBvWHiyHOx4A4i/P+nAto6fR7mzl5quL0u76dclo/zoUZ8vL5JdQM6Xx+xmil+bxz4WjJ2gQh7qLshI5Ri22wThhhljxT86g9s1us1GKvNwaKyYS4v9mvuBZ7ppoqPSPxrrhmL91vVHeGDk5nivMxW4g97PZ+PNU6KcZv4nlBO0xAz272yziHP+c40uy53Oy53Mwc+cgwnLv1mHnEYvnvMdUbVO6Mc8l0/ccnQnnqwWWhlW+92IY67oqh6LTnnPjFNiasTYhvl6nlt/vPG57/iF9saWFsoNyk36LKngZwy7q7Woh09xn+mOZZOM2zcJpnYZpjbKKWu7m5Ouf4Lf/nsMe/1lcLf/RIdLzIPWUa86LWwH9Qr5g/kBpKK6bxhLdB7eDB3gY9L2ot3k9+9emQBtoG4DR6g3CqwcH84vnlF88vvzBlaw2p/M329NlhfWqcs/UxEuZjV9zGeUIarcalwodruKGkynPziufmFc/NKsdbOfyH68jSnI2yk/ryBfqt/FXtzFWOE1f4Bk98ZhkhPGbrmkhOsHHGmZcZoBrq5dz4V+GFDzV8fJC50OC50OC50MC4txiS+Tvcf3lNwe+ZA0u93WHa5/7scPMNetxbLEKDZNv6CNQnGq0vve47iDuOe25d89y65rl13PH2C8JBfD1ng/wN7zVO+5C/OuIFRzXX2jVmx98MwkG0TwtllK0UzeAUz5xJAS7MqHv5hz4yzDX4zkBtnflOvbrpbefXlfrvIj2vDVE9zrPWbKEKm2pYW8b8ItbgSivmKG4pfuP8vjx9IX9Vm7PCceyi5+pFz9WLnmPbLcOFxxS+Kz80sZsnexskw5/3Nsgc2y7k81XmYXmRzOebnK89GaD3xM9B43QhfR/+rOPwec+l855L55lPlwu7SuzTlf30YNlT3BXDp3xrbS+2cUpalLldbz6/47rnlvhFZj6vmVsu1QJ3Yd4WYv2sz11z+6qy/5rBIz2vTAxwYWghzg8KFufPfqevDWtn2Ov8TwZDuuT+2H4b1ibaQD4fC+Ipzp9x5v1RXrq7wi/d/Yq50Oi50Oi50Mi4t/qluwvCyk4PvB68HqxYk3PBVHlx/oBxurB5/y6mMOJ8SLuhAtX7bSLeEdSSZshoj2lqgAvzWBf+oUkpriFScf62c/8hfU2YXSq3reU1wju/iyFjvLAP4x2P9eF/HF2oyQlpAJY0xPlYEE9xvgV281S/9Ps5R9UPnis/eK78wFRt86XfyYtCzGk/41tre7GNV+81tNbkXJghN5+fIeTzyc86Dp/z/HTO89M55pPl3i8y+4wlCl77/iXe2oQ2e7m3Qc/hIl+/TZFV3X4bzRyn58blABfmTeFL64VPXXNkpd/sxrlCFXa44c1PGW9TJSt9/TarlQ2rCPIqhozymKYEuEjFeecx/5g8jvE+PifF0J2/w/3NcSVz0V8ylgqF1u69HTlCgxlJ3gbtpapPftC54nysFmL9Jj5QJxgfXitMeZCYvTQ7kb81+hMfHCjIFwJi9keM822dEAc0fcfanC6h72bbys1N7dSgQk3fWDPSQqzCkm+M2Z+FuX2G4TY9ZFBikEeqiznFBeYRg/pFovm9xj98GIl2/bHHj5n5sbCJjoWP2xLvEu65Szd0iOuP/D/Uffqi3xfMxYIDwtDVwVpmxhCd8HWg6fKQbUaaUDptXNmyfBuAkxG+hwdrXWkab4Oky0OmGdMcg7k/rhQ3ym1QDta6kg/CqWsZ12adcBA1OpPNVWbg/7KXhh7p/b5IQErcxnnCbnxFSN1yHDd329K84SlRN+ddV0kO94d7xx6Z2ZuzTPh9MPMzl3W29x1L+o037bvimMn9cbR4T2RGSzV+ZZ0SaEyq3yO3ruQ7bWY43CW2sb01wj2axCdsuw4KKfhx88avZG7c6fyEv/bcFlfBTJ3vf/mEaVeD4zm+weK9Kp+Yx24wCgfxBcet8hYHce5a144XuD/c/9gt8yCyGwr4oDDib8yBtb4v67RXbAeKhbDzYWnUBsWe+Y76lkvJezkevz/gQy8Zy86ps9Ebl6w7volKFVb1OO8syOXLsIYyl82k8723/RusKC7DwlL+4jfOO8s+4q/lbHetNfiFprGmPRcdfJivKt7TJK+9AwWvCyfj52xn9hR4G9QkjrXtqRTy+Y8ilc83HLTqR8nsFmdtFv7DNXw54/D76THuJZvjI+HD9XGpkpPomTpu08Oinc+fFvJ5TZBHhqvcTC3mtvWCY92ECG9McPY7ysXF256Ox7sFfOhlY9n5MLfGXOO2de+ge8JsSS7k8zEhbuJ841fWKU8oT3f/0Sbd/SqEdLeNr4zPfhL8UYo0HLDqpOdRa4nd7Bfn/buYxr9sc3rj/LbSEAbFKtkNVajebxPhjiCFzlRT33Dl1T6OcQ+IP+b6T9bifWFXYQl74piZH3fVx2EabevtLQbcqRsy2JXRh/vDzVxUsT6BOB8T4ibOt3agYKk3/d7G7F7dIv3e7d+drqCbhanj2kxuhxDReNCqDzQm1R9rs/Jv/eTljOMt32sf96LNURRCPu90CmXd7CLXmhf9fhyNMTnOObK5P44VlzfJbTF8exdQf+Jmlct2WGVWv/cV8E8hhhKnbc5431f8hNm2vZ/y/5kjX5RFaxVIvzjf2zHOr9/meuNKfpKD3o6cUbbed/p29d77bVnjLHzp9Jr52CWZm2JPnObfFd2TmKzBOuF8Tk3vRFtWivCuOFOqat9bZ4vzsVqIVXcl8OYS06qDXINjllozidB49Cc+2LdHOPjPOd4d2+Ynfx/ThuXcqWTuL/bKSl9Ub1CBM84PltGjXzbzPSdDtMOUPd2awU1K/LRl+ZCQ96GOO9lomC69T6hthKKhjjsPMuUP6ep/uTZYx3GTEr9gWT0i2INDdqvsNFdSvc/y4hBd2/sTKb6q2txc5k3aGy8I77dER9pDbd5vd5kmDebfb6dl5t+36vjC7n2W4Q+1vVtHCfXgyyoWYuvLioX+9HxTm1ehswmhPtSxTfVWmgvzBsva1GAP7sTiNc6TxrIdXOo23HLiXZEPV9qr/DDWI6XyajaNdfxgxOGW+SLpoy5dqOyeVr0EdMZpX0prZ5n5XxNDtcmBHs3uLePOyNO+4VeW8OltWvdn/nTpU43yPlxCkCdDLXOeaHu3TjeDu+Jm1C1CN5b9QziI1WvFDuJ84SD+U14K7m2QGJa80ibsTLAJlV37WwqnOw6Rt7Z6r+XZR0ReoM9t6w5usspeFu8I2lDcdlZ/R398zMzNNP/QvVqRkK8iteN8fR3/Myd1bZ7I/0uXIVRia+uU72wci9s438TngSTZMn9s27t16c9zV9yn5f1G3+cU8qvnHWvF8vnNK/j86p/laoeIJqdtMT3yeTMf84Zphwd5fNkXfP+O4bWX2uzqGNunz3LX7O/8XfauNtV9z219Sro6I0VlauA/2CP+EOHtemdEGGGptgQMuSry1lbvtTwTLM7/k4vzPS10yHH+dt1VQgghDz2UHqVCLPL52BAPcf6M0/46rZ0pO939Ukh3jRLp7jKF6W7r/bFO4SYlnmF5Y2goDbTW5Ny8mB4RWpx/uc2Ha6ztU/5ESPs77yt5gUp3QxWq99tEtCNIqZ+MpU2EEEK6WHIGi8X5284T1XRhJV9A7d5F213kQfLcLmOuBdpWbw3f6X+huUy1Uy4R52NDPMR5Mft2B+xOTzRteoNPv0v3yX6DNfIhYviU9KieXNjktC2hR2YLX2TDAn+RtYzzL4rk85948/kP5L1274+jYZa5IpNS6nR8g2r32wSwz5jJDdGV6JcT1cDyv/pHrMwTOXNyfMYL3JWjtVE6/do7RLV17GUbm/ls5DGNTiR/v9OUlsRnI1duyTuI3jhPDCMT27wr7rdl9Oau2Q+Hlt6I6nRxPkYLsWquBN7sm/JgzNKduSN9sypEf+IDlv2ev5Y9UTwK9J2QxeWjR3fJ6dtVvUEFDn6gX/4Z/7F/9nWm9O0sJc9mP1jMVXANRSvSQ96Hpq+Kue+OgW1jRCTV7y6uJIQQMohSfbvsBqO5khBCDP+0hv6fCeraxWJuOOzgAaYuoo+4yzSDmyX4ce8D2Gs3+WuDu4u/37o8lNW2fBvIXf3vk7/TaqmrFeJ8hujL0OVZuPhc8T2jvHXv9JWGss0RPIIdX7zGeVK/p5g7T3rmQpP47/NE0z5ubuHdEg9o/fj+j6i3e4ocsOv/8gkf55/7M7PrncBxnmH4YQRJmt7ij0hMTOKuVLHyPly9+w+U9TiVNezmD+KsPJN473yi6QA3t3C5xANaYWuF8bUZopOV+Sq7dSGEHaV8CwE+0s8UsMecra7mSqeG9EfCCmhnGvXfnuPfS48MZKYNVpQzKKd2nO9ncnFzEbva/jwASXEb50mf/oPUbM6Xz+foxPOrxDQhn99Zpm73xf5N+nx+dSht9nLGYQ322Wys5c8qeTZDdK7gca/wAwiOMnKjWcO+Yq7Nh/tF9fPVIHxfJ2kiul3n/Kf4kCv5nRKBjXrj/KCgcf6kCnH+xqVi7jybrr+K1kFEPh8T4iHOH7D5pbvLmF3vqpfuyg6Dflj7Aq4n3fDx39R57+3bpM/f5ovzznXB4nyDEOefyxAdQTTeG+dl5vOh7YYaVO+3iWRHkFLO/ZV8nE8aYBI9i+YMq/+mif+fJyUxWcNC/59fv1h8IeC2yJ2mLG6m4tESDwgB4nxMiIc4L8Y7hzDJmSSRfo/3dafLTL8bhZx2UHRz2v2b9X/2z+ctwfN5fjCwVD4/m5/dQe4Xmco/jsLnNE3nI+QLrylIv/vOdnFzEe+d3e5BngSM88xVvs89qavEpPT33sVnIxd+lncQ/1PLT3vQO0M0wfGdcCOzQTk6XZyPzUJsc8UhtVYCP7z2Fe+UB5tyRxL/L5F2mMhMYNCLnD5PCCGkT/+HuSvHapXUTVVvULYhhqJy11s5yiJUU2HO8hOEEO3y8rAWcG2s579pKIlfQRFSf5rf7kC1T4Os35iz6AghRLv6hIori4i4/jP/ErrdFeSRYgyU1FAmb2H1Sq28EyGpbtwTrpiPXmx7r3fi4tD2U5x3YJPhSYmzovr1f5S7onz2g3prTm4FIUS7lrFFa8hDxxS/cb6+jv9wDVAtPlAD+F8A5nUiU4B5Jy5WcYstDTV8fNBVMDNonNcV8Au42qS+kbySNZS8bVMUNxRAfHo378TFWkrVM05Z70FUKf32nlk5Sy8RGBL782ly5Gcn9i34GmxS4htNOd9eJ4RoRz1mU+dr9l5D+mOux/tE/FdNROO8yOacpfwvJInfD51U/MZ5QqgBfOeEed2Btvd6Jy7WDlBWdjOkS+fzfO9GVWTOvx5m+PRb1zttR7i20VDPf7iyJTqtfD89ZM9m1sjwIbd/dCcmZk+r/n0totys38Jdi+qkxMKCr8EmJb5xJsd1nRCipUeHtYDrjVv8P7NLwJVoVYR8PibEU5wfavj4K3npLr8irIx0l5KZ7vo0bs35y3FCiPaNr4K3r8www6cu17ttR7i24YvzEuf6++J8CLMTy94NVajebxO5jiClzlTr+eMkPSkxr4shY7xrXN+w/ufeIN9VvW6ZoBDnY0I8xXlx0t3piYrT7/p2yml5wwyfHHKtaTvCtY3GhuBxnn/tcvN5iuImyTxm3nCw7b3eiYtV7reRsneB/kPumvxJiWVo2FcqNJsRhaTeF+dbTkpMCCFEN45fwDV4R033X8vKRq7f4reWJDHyitwpdPirNztx54vzsVmI9U18EF4wbi7xTTy/yZrZo2Xj7TCRmSI1bFNsN9jPsPx95tyntjFKe2fPWM1/cxNChr1e+GJYPbtsAzcD4JCscb3Zpm+MGdMTeg3gLnTGMutBlZcM9G2X4fo2RmRN6svW7zWOm5Dwq3u4Cz3OZC0PueLdYDX8yU0ISXmzcG5kT5j3jm1N6nIXIYRcu2gt/5pesyOBu3xywhr2mqw112S1oBk6gJ9ooNpNl7NO7zjaaxet5V/rq7k/EvOHqpfx133P50YP95d6CPVwaFMW1Fuzc92EkNS1hfKGOnZicRvnWZbv+0zSJBJCSP0+q2kSffd9Cdxl/AJrueLRTJo5C/mPydanadNmp/dnQP0+q2mSfiv3R07+HNWTWo3hjS3MhRLbWJVOdjmwly9XyZ7GQGOYx7/2bbPovK1O7z+v8StrXqZeWKMr36Dm6Tgswxcqk7jfCQ17rfPT6Lu6JHCXsbmKD6KMyq5Qbo+029Zj/IKv2lGJQSar3H/KTQh5aGDh4PA71n9lGDWMmZPit6BUJEUwzrdS77TOpil+1RFD2eaYyfBjQdzGeUKIZvYCPjQVPkPn2v1C0wFr7mQ9f3rM8/mz+6i+abXzecqw8iPm0he2cX1kPVxG0ZTqr2y1EmFEwrCsCX3YhoNG/ZMJ9/fkLrR+sXV/k6LWFGzXm8/r+rINe41j0xLuupe70GPNYeTz/hqsb33IXdO+PT9a8eG29Ri/4KuWDhbnD6gT59nrXNp/b1bvO9kbl43/PJywaQ93of/5nfXs7XAaF4d8PibER5ynDG9sZS78Q710t1xpuis4Y52/wk0ISV5WqGZmqzGs/Ii5vNM2vo+shzewQpyX7JFQGudD2Q01qN5vE7GOIKVuWw83cde0j2mk4/xdhsdSmBbruYaIvXqDu8IPvbr+k3X/Idq6M4G7FFdbzyDOx6v4iPPhqmFl/fwXctrkrImJbOMB46SpCff9hrvQkxZZ90VuVl7K8Nci5qdSufl8g5DPS5dFhcKqXBqjif9xVJRNL/zA78fRQevCDD03STB5Nt8obw/D0mBdzW9P++Y8ldLvBufGBfQQfpStoUT2XMehu209zBc1AsZ5aWeEtQXvu0tWNnJDGK/V9VdSD6G6is+oGbrOF+f/q713QIzfxAdhBOPmEpNvygMhyhM5Ex8kJ4tPpn758uVWt3RLCHHnatgmIp6ACosktXeDwY3JCW0wq3NJmvkYIWSIxaJwHG0bDHOCu1K7ebr54xP+d7mPfebO/qz42dcLlY7WlbPdU/wUk7WWCeYtR1pst/JD9x8+LJ71ZuF7c5Ru1/nqEHMlIWSExa74uUoxl/kFYgfdS9jjJ3IONLr9725uNP+j0dxjMDNDfK62mmu3SKJoZdS75qt8D9le1JLdbnszcVdX66urW9/fI9ExSWwV21CxdSflP7imrp7o5IZs52zKXEEISbUUqTx3Zdvg0+F1oDj/v5SdscSc5hc+GtSPsBsX5CwpbPHhOlJoziw0j1jF7FM01cl424nPiPFp+xHi3rpUv3Vp6/tH5DhsEcgFx85U92T8kAawPmFzbyHzZ9mriHvbX/Xb/tr6/uQZjnWr1H3tvoOoIeyG3JzFH7Y8iB+ap31oHvE35kDb1V7FeSu7ctQwjSQtYieKnmkUVmkN0u3u/Pob80VCyL2WcWoMYO3dxxZ+I7JFLs57OWffobf7/Z1qsBRtDifDR5yXaiUacf7/CmHHxtqObSezn7EfJe7CZfrCZa3vH/68Y3OB0tAUKJ+vDWEnZRj3kk10RjIJvmncZKhhm4iM/iCmjl+kqnbDk+aiY/53uY9+7J7+cXH28kI5o3UVYk578/m01vn8kQ/d0z4snvVm4Tq5cV5c+Toz1/CIiJ9k6XNWfpw/xMf5sb3D/VF2jZ8Jp/Zfh80tZ8VxXzzvLjtfPGhg4ePhbsUf8vmY0IHifIDtx0S6SwghzrwnzFWEkKGWdcEH5iow/mWbkuFAvtnyZZD+2gp3N1Sher9NhDqCFDvDCsu+JhUOkY7zvfuqNKWNdw7MLoPuIeyJ6hxhxmPehSZzaZO5exKTFd6425YQ52NCB4rzoQ40q2EbyXjRcN2oNP1m6vgJf2vfm2ourPK/y310m/vpbcU5bxRGYkqAcS+2e4X/RhsAACAASURBVD5PyBjb4SIyN9teRdxFy/VFy1vfn/ysY8Nb0Tgrce96If1eWTgn3PTbaeomDK7l2sy22N6NxlIjMuO8NCcr1HGlC6v+2Ks3gz9IUHP1NlHjDPtOGOdjckSs30rgIU984Jt4XpjygNO+Ex9oNPwcLu4v9oovMtywl59Qvp0ajLiDy/QfE0KIdvnbpj5htnWmjv/uOGFvWYX1cn/8NyqjUL1FpDkNwpfxEXvL5Nu33S1/osZtVLbdchM3cZl2tS2q52o0nqBaVWG9mqupT1j/V6Hpcjd3xX36ovir8y49q0iXh2wz0iyDRVaL1Q4ezMwYolP7nBtOUn/Jf7RGmPtAAedsrlNeu7Yols62iVXxG+d99iygWlVhvY4spcZvVhYi+o237auyzBQZNKmduYrZ967yQlLUHVga4gDWxCdsuw5anhva9h7tc39mdq3SRW56G2cu1aoK63XkdWrsJqXfL0nSXXIaKgpLAfuGwxqGBSyvCtMXa0cNDry4YIxTOc4HcrK2LiIzxnZgcR/nE8fa9lRackS6h7Q5K5g9BfJDky+f/2e5eFRpLI+tfJ6QJE0fqbs0GkWLe3vPGT1mb1mF9XIXLaf0f1c/n+dnwgqYzyuP8/6b8A6HNSwJr6CrgG84rGFYwMKnMH2xln407Dh/u+4qd+W6XWJtEnftKeqfZ9Q+iIQgn29fcR/nQ3Dg9RDTXeGJ2jfeNbXLlJZtBIzzD0dxR0Kmer9NZDqCFPMNhzWMVLPwKUtjNdWqCut1oYYqbkCcjzfxG+e9+aq7dJ9E+r1PYfrtLdxW2VtWYb3chX+hJr0f4RChgHr5PCGEkMQxNschS7bIUFpt9nLG8VYE+218fMNhDYsisc7r97X1UZj8wDcc1jBS6ewahJAW0xrnK6zjSi46S4im690h7IusjXaaOB+LhdjwVwIXnfKAI2figyoxhJBubSjes/ET+aH6R5fnbG5qc3eTde5y8Zwmag1G1jfG7M8IUWFSYkIIafqqWOiu0T77uuNQuefcaf5y6H3Ls0P4+479LecDVecort9dXClsd9abjuoTnv/c4C/VJZZZI/j7Kv+Us0F+dN5r/MOHhERjUmJCiN+41SvmA42EENIj0fFimmfhNM/CaZ4X0xzemmhzdc5xvxmGE7sbRG8XmrXurg7h/cYeP0GvKTdXi4yldVdXU2u+NkZuAg/VOI3czJSRmfSgbfAJJf7EkviN8411/NDHo+YlhYQQMiLHcaLKc/OK5+YVz4kqh7eSemRpzkYF72x24wL67mTzVpGfAu6tS6m7JxkjvbBomBq30s/y4wMMHysbwMral9Ldx5i3HW97l3vbX6numUaRJRrD0Sj0zh81L/6QEEJGvOCoPu65dc1z65qn+rhjlvcgvp6zoQOEJx/vcFjSKyPQl/AlY9k5QtSalDgu1dedTNWmphpSU7XcDRUV9nQqgbaG/LsacV6khRiN8zx2cx7dNcUs1s/iLlxGdZ1slL9y3nidkM8vE8/nZy+LpXxeVQ2+Ti5t9nLH4W89l87zl8Mf+bpyji7PsTWput09xUIvunbWm47q455b1/lL9ee+fP6Iony+Je9wWPJCRlqYuyubdzgs6ZkRaM3Xy8ay84SoFOdvXCrmN0q0gwY6nhnteWUif3lmmGXQvfx9F0/lVEdg7ko1IZ9XJu7jvGIt0t2/KUl3vzJyT1R5UuLOTfV+m4h0BCnnHSZF+gTM51V0W+g+umb+pokQQrr3ceSM95imekxTPTnjHUnCifMXanJOIM4jzrdsIWbj/PhJQvr9l5zNbX/UN1pf+Yuy9NuvcKvNecNR5fJc+YG/VG3znbspvrl4wNqW0A+MNoudWOkuWk49kGGUt9xsWLzDYdVZxrWhrna4dsRww4jh/K/+I0ftmSMSJigcVqGUL873DiXOX2+khUVcDRmDO9/aSTEd52OwEBvuSuASUx5wZEx8EFlj81byHQrufJpe8L7Tm6E1HDDqaLPis91VbzCCnEtethNCyNOOUjWmC+6T4xIqr663cnR9/IJTn8dMb33KLOdrse7lHyhd0TmQfnNcQsLtem+Orp9f3bTfBNN7e5nVfAruXmSVuV3nq5l2Qgh5wbE/8vPYtDVYy8wYousiTDXc5S5d2uPMWL4W6z7A+L2Kh/J8t5e3WtLV+Em5OYThsH5DcrWDtcyL04R6sFYYI3vF/o+vrdcCtdHunLO5MG9wuFSe9CBOxXec9zPzM2bfu7p+wol//RJ11t3MW3wZz73kPbmhqdw3uFY78zPmxBWhsvuZMEb2qD1zkjVmx+M1bqW1f+V/xjy3Rdn8bweWUn/5hH/tz21h3A2eCw2eCw0e9xZhjOxx+7OZ1sj9lplVzBxYq+srHMS+ibp15czbwkFcvE7N75cIczbJWh3W+fUxOyGE9HJMU2NS4vjUz+RyuVwum8vl+uUXpmytUI7NpWZ3oHdERMV7nN+XR73+ER+acrYzxy56rl70XL3oObZd6GepsmdNlh2axub9je+dcb+e0mrRWePElJjK51XW9yWXUHl1vfOSrm8fv7vGmN75gvH90tmk5qer7ysuofLqWveKrq9fPt93gmldOfO2kM+HGuedX37IXYni6rDE2ShrdVghzvd0/EGN6YLv6e0SKq+ux3vr7vGr7N7TzfT4SIbma7FuV2Msh0jk8wrFe5xXqnErrV0hpLtbFaW7zryZdkIImeHYpeqkxJ2c6v02EegICoFTWCo+xFUDw5eUwmQN1t0rhPp779SNG808xtdi3d+wiPNxJL7j/Ni8VUL6vZSmF7zfIv2epLw7PfFll1B5db37si7Rb/hn4ljTuzsZ3+ZUzWljxP4l1J8/5n8cZRcxh895fjrn+emc53CRcGLlMfuMjAj22xBCCHF+qe7qsH1Ne52uvU7bXqfrxmWmZKVQjs2nTPJPuVXMN6twCHH+eiNdWMNnI0kpak1Q34HEeJyPwUKs38QHo1OVnnDT7JvyYMxS/ykP+Lvbf4Ibzex1FmEsjbtouX5Ej4RuPRK69UgY8bz9KCFkmGXlc+3bYISwH0znJiU2FK2ITr6oefFtC99181npwahsktvuXJslhbv6YamMMWrshgncpMSGf1rbI5NOdKQ91DY2aYYOs/CfkcbSRtHbibu6Wv/BjoQ1OxLW7Ej4wG1vJoTcZxmraLKJi8Z/8K1rx6a50h7SeGch7vKQyVcPvmLezcbO9B2tsFaam/TAULa5851qFJo4j/OCHId1vMiHa84mC/8jvVBOiCBknzGzkLumfavKZR2v8Z7U1W+8yVfZPWo2Rvi8vNC0rMJ6Cp5Q8mRhfAAh2jcOugqe0HgDTOITpoIS5g2+FmuevzUyr/0Fx7oJIgdxrk04iLLifGy4VMoP1+6VLz3+ia2u5CYlNqQ/goAmk0Zncv3/7N17nBNVnvD/E5rHfT077nrdXR3GlWbSsIPILnQDkujMcpGxu5VBREYdpB0cExA1jYqoMA6joEKrpFUuiStjIyg2CC1CgoAwigk0110GWSWRBqHFZ9dxnGfc/b2efU2T3x+pSqo7lUtd0kmqP+9X/kh3UqfOSVV9c3K+Vacici7Wv6B4T4noVtaO8zvdk1+PP3M8vTe0ZLQiNI32LNkckbKqB+qn+3MMTfbpLyf7801P1FReZrv4MtvFl9kq7/DvF0JUeZ++08QGlBC7u1H+ZNa0dMN59In1zlxhLM5vb1kZf3LXvG67O6z4qkWaE+97GeN8a3xS4m6L8/bBV3sviz890/J5t6xSO/rz2lk7zmvUOQurqbsb9d8Sn5RY40W0MErruE33F6jmP1qkmXv6ap1t0iR9A2P+VuXH0ZBK7+XxpydbTJ2QzkTEee0sHuft0xsV3e9f1VR913bJd22XfNdWNUXqfi80czhdsbrVLXnM4hXELvfta+LPHE/tDj03SvHjaJTnuZbIU1Iutn7mq/kcs9rR8lr8ydR5hu8Om8p+/fTQYTkX+9rzjfma++A/W/TOKtwlCxsb8zfm1qz4FX+cL75ErJGJD1qXzEhOeTBrROrSuUx8kHd9PcHXXSq3+RNCVLrWbtKerze9wDw42VQ3/7AQQvzsFd+oblvrlbU3SRfFHj3RnZ3BfrUTpZGbo5FsgfmzZXWP7BNCiGnrfd02a5nS4MvTxKbzawdIF78e/YNyFuLzPbc7XOqH5iWuW37k0XQ/17az/viTPoObhp6f+noy79vevsXsi2KPpr+fn4Ybhn/WWDdrjxBCuLb4ijPMFyHrx3khhBA/r0mzR5TXTpRC9tFoDicEbgtIh8nwhU33qpzokMzs7mvZUmQZoOjOucosbERbFlaIndultlf9UnWiNrvrea+U79iyJR8nV05LvxFvkTdiRMOKM7w5GvlYS820O/Uf0od51d+mjVV/PFn30TdCCHFVpTXOnTQnzufi+5550uRWe44dN7PgUmXtOL8jKB1Nw55smt439fVkVnX/ppxDU1/Pe2+k6c9XuZo3F0V/XuGofEVOqmj0E1NX1bf2J5VZV5oH/Wpvybk/n2rbFmknmVbbfd3Dz/+PtNKBf5c+zp+qC30jhBADK32Z5i4211/Wfl+6KPboNybPWkl/vmCsHee1iO58XJmF1dbdbftN3a8OxRfUNmdM/mWM8//ejRXJHy3jNoUpMMWpL6U4P+iyAl0Om269f1lbIY0EHf2aOG8V1o/z5Z6tq9N2v98yfTi9vHaCdFFsTgNB+Wdaf/799+Rxm/lN7r6pr9vdXnnc5t28jNvEbZeHzu5KN4xjWL/p8+6KP9t/LE+Db6fkcfJB6Ybr1UVPHVFmYSN6s7AZYnj06/+rr8zsK+0xcb53oSuQwsCdwBPzGgjRtmrG+FUZ3rpr4Xj5vaPmbko5MyffRvuC7bN3zKl7fnVYmuug0jG1vumF0XYhoiukTm2Gm2bnv0CTRd8PSrFgzT22NWnfFp4/zjZfCCEc87eFjN9EVgh7v/5CHDZejub1VgwUYl/29wkR3bpR+mRWTrKtTPu28CNDbI8IIYRj8eGQCafVn9//EiHahRDCcalK+jPOftFfC6Fy31YhLvPdPnF22+G6vW1haS7iSxyDBzSNu8wuRPSQFJcHXZS25IToH6Q3OwaoXJUbr2rtgEvq238vxO+b27715FBmVvb+VwuxJ8c3Z7hheFx0c7O0Bf21Nn/at4VnVdhmCSGEY0kkVGz3Cu9+Vo7z5f2vko5+x4D0d5u3DxQi15luolHp8hbHxB+nOUzKaycOq9+3X4j9ze+1edSStQUR9U+q+JV0Y1fHlJUhrVlYIaLRT6XFbxqdpu1X1t40tP7AISEONW8/5THnrlrl/QclNmLa3172iqty34ia3jyoIi9bMDEvsatv2h559NSXUkD7+KAtfV44/NGHto+EEMJx7Q9DRXkTWXPjfI6qf+ISfr+I/4qoJs5bOM4nB6AdN49LEyP61t5cVb//gBAHmt876VFL1qoZ7Xvvy9k7Ztc1vC7356scdQ82LSmW/rwQwm7/ByFU7vykyqyqalqpiXLvz6dKzEvsutGE+1PlulJ5XmJXedo7FSXj/LGDtmNpiwqHdttCQgjhcF5nSpy3X3i+EN8YLydZIP35grN0nM9d1H+Lorv7G63d3ej2zdK+t/rnttVp3xb+1T/bfiWEEI5f/zaU55vI2u0/6P44XyhG4nz3FNhFYl5il/1v87eWFH/Z/xIhzgohhOPi9MNHF18ghJnnzhPnC69HxPnRvq1fzN7xSN1zqxXd78RwupSMHGQ35xe63f4PQhwwpSjD1TAzzieyto6fjEn74+gnlfUHDgpxsHnbSY9asta4xLzErhvH5qP8uOobp4rXVon4CTfXm3/dbWJeYpddQyY1evijig+lCOwYdE1IexbWfvFf5x7DB11szihQD4zzRZeIVQRrrSfcKM7V0aBgNx2xj10UGrso9f+R4/FoWDlQ4+FseoGwsIpLL4knWcNffSuEnuymvXxIqHxI6v8jX8Vzt5cMvFBDablkbU3T/wcOIcJChP/9uBDqMTfy77l+E0AHa8f5igHD4im38KefCWFmRs2s3n+3OBWcPapGHk5y/HqXwTGjQfZuvTxTsRGj5mxEe38p7KQvMPJpXm8CmZyXeIIlLnXNgjhfaNaO8wn5GIC2j20IjW1I/X/k0/ioTdXAwo4KlldIB9fxNiH6qr5F/unRkyXnJZ7QfRPeJOclntB9l7oWDnG+0HpInM/oVHD2Pyu6u3lPkXaTfnY5zp8gzheZ5LzE3dyfr7j4ovgAffjrb4XorrMwifOF1nPivH3s4tDYxan/jxwvju636frJ/flI+v58RE+cL+jZOcl5iSd032mQpkvOS5xznP/v4Pvv10hLCccPx4T0TVx/wV9Je8XX/5Uuzke+Nnumyp4X54ttamJFsNY8O0HyXB0tiu2mIztbpBM4ftDfnLyp6QUWi+irt9muGGC7YoDz1bTTDkdPSPMDDupnWkc1uvR623cusH3nAufStLPNRCPSQMigiiL90O0X/bX07PffppugP3G5qhZfthyJP/nr/lrmKO48+3Gefb//oPgT/ztB9XcEW6RzZ1wTinU2g1Jm8Thvtw+Unn2c9sbGiYtcNSmS6WtyoMzCDnWtMZqFFUIcjXbrvYbsFVclVpx2I2qaSbifXQo7KwNpwk6eR+1zmZfYSsyO89FGp61XL1uvXs70N4A1ea7j0mbxOJ/QjTPl7myR7hX+g/6FPSen3/elg2vV1jQH1y75p8fPJozJXl7U9xPb33zP9jffc/pOpn1PNHE5Qt/ca5plvUvH2c6/0Hb+hXnpzxftvMT5ET3Salv+nm35e84j6acy+0bq6g+60KQRfPrzBdZT4nx6yizsUNcaq2RhhTLOv5fm4EoMMU2ZkMeLjowyfdym8ANBhZuX2H7xBdKzDMNHX//R5LUS5wuMOJ/ofv9DLt3v6Irx8VvMOlekvxtR1ORLbHUq75ctzmvrzyd0721EOjNjXuLosmrbBZfaLrjUuSxDnM/n5Pya5yVWZmEvck3Qm4UVQlx4vrRXHD2bZq/QkSTOpufF+WK7ItbAxAdixKxNm2ZleL11yfj4DPXlU5c3TipMeD/xinP4/LAQYtj8SPAelQv2d8jzqk/9cU47mOkF5of97rWxu9O+Gn31tor5h4XGGYkT0w6H3/1t9O46tdkPPmyI35hWDBlo3ndcYraZ8Iat0Zn3qq13e0P8tq9ieNbTpuwzt8dmpn01uvT6ikf2CdNmJFYov9wl2vwifu9Vu9qNXb/d8ql0bevkcvly1T9Ena8eCQsh+gyO3G5XaXvinq9pbz3bSWL24/CnX0aHqhWYrIaJV832HzgyPvmBvyW4ojq1osF3pFaM/EFFtrLsnlDMk/bVaKOzYtYewcw2nVg9zo+rcYkmv4jfsXW62mZv27Ihfu3jsMk/zh6bEvMYhze8F713utphkiiw0B16IYQQyiysN7zeY6BGdvsAIQ4JIcLv7oy6fq7W9lNb3pWmgzPzqtlxNS7xml8IsW/jlhMzPCrRt23L2/JGrM6lhfaBw+NfHa+1bFtSnZpqTd4JuH/WsKND9I9/ij9xXPSdDG+zD74mNjh9IUf2Vnz0jSjiGYkVzIzzQjFnTrh5c9Sjeregz7Y0S6dqmjXXcSmzeJy3238Qn1UsvHFbdLpLbX84uWWjNO1YTrnDNr+z8omwEGLYk5H31ApM3JW2TmV37l7lA6UpA9a0vL+oOnVo5v2t8g10K3I6uOS50cLv7Ii6f6H2Ye5qmCfP7pOP/vzb70VnzlDvz8+R+/Ma7xCWGIjPcJMC0yUynY6LMsVn++ARGeN8a0XoG6FxRuLEtMPhz/4zOvhKtU/rq4b4jWnFhQMvUHlZF/rzhWXxOJ+VMgvrDb+tu7trd70dc6V9NTHvcfdebttPjvOrW3Ysqk5NtSaGmIbZ89FrNYu54zb5KFCrRKYzw/zA+XLlZS5x0i+EONu+5Zt+HpXJz/57SyR+pdRFk8vN+plAnC8sq8f5tlecVb8KCyGG/TqyVXU4Xe7T1t2Q0/CmPO1wuGVHdLpagWJnw9wiucS2fGBVvLJrWt5/Vq0/n7jnq9b+/PtR993qP47ekS6xzdNVs4n8qGOA/sFze8UPpMG3jdvSDL6d2LJRHnzLwwk3iZuwOi7ONG6ToMzCeuuuVQvOufvOwMvjs9Cfajk1uDq105FIEl/+V+Z9+/e4OF9kV8QauRN47mUX8CSbftdPjt8GfP/8hh0pr57Y6b4t3p2v9N43ujAFlpBRY6XfLAefbtiVerHUqeCj90iHa2V1bV/z1jvuRmm9ex9r2JZ6jsyJ4P2TpPVec3Nt8XbhLpsgjcL8vv7Vw6knnkQPHayP3/+1T5/aRJr2ossmxw+e9iMNqed4/eFL99vx/17iHXZZTrUov1z6MNuP1B1SuSg2WQ1RPsG00bfv104eGX/mr52e0vagu1bagI7JN2oceUMOLB/nxdgJP48/2V8/5EGVg2vZjHrpF/qEnELEuBrpMNk3t26ZysmVyQJFXTdOgagu6p8kD0vdHjCWhRVCiNHXS20/8FSdX+Wi2Kj/oXop2XH7BDO/5a6fMC3+ZH/94FkqG3GpW96IN9fm1P0ur70l/m0t/BNTC9zunvha/JnjlhvyEXYif5DuzDfogiJPoJrF7Dhf/RNpV9wzq07totjg9Ir6eB525JLZhU6UFZ7l4/zYaml/2P9E3YqTqa9HV9xXL/1CvzOnq4XKx8n9+SdU+vNtO92TXxdCCFHlfaDg/fm+tT+pjD/z3zYn5eDa5b5tTfyZ4ydjczq4xtwgf5jzG94/mfLyyeBDd8oj/jflFm9zM65W/m5N059/4Fb5/Jgc43xS5FPpW7k7p8ZJxnmzLjnN3d//nfRhfvlJw+epF8X+d/CDg9KHedlltaYlYunPF5Tl43xGUf8tiu6u/ixsscoc5xNDTMLxk+uL+uAyfdym0ANBiTkhzbo5nxZ/O0G6aukP9U1HVH4cHT5Yf1YIIcTlfWoNZQKUiPMFZfk4Xz5W7n7/Sr37/dN4rKvy3p9b93tsok/7q4YdqeM2bcEHpyT7tAX+4lDE+dsfVenP357oz6e752tnY34sj9vMr1Ob5Cbqq5fHbbRdYpu7xJ2eDHW/r08Mvs2rU7soNugZLg8ELZidhwmQNcX56OGP5CzslQGjWVghxF/WVkij//6W1Dj/n+4WaUTOUfF35oXcHhfniysR275nt/4TbrJJnMyjeU4FMyk7tePdO07K03qcjO6Y4xwuDzRMrVe7/qZ7CiwhP5w9X7pHqX/qOOejHyamQIie/NA9YVyN9MUxxOtVvV5Wt+tnLx4urffmIc77t0flIdnoZ9vdY4bUSNNLDvf6VU+TLBbVwwY7pKdtNW8ebmyT86B/+LJx2wcVO6XrUF3XKC9UPb92wCXxZ/63P3C3Jeal+Tbadtj5ali+HHaA2iW2qi6bPVoqMLxzm3NbNJiYcL5zNRyjK0wc2bZ75slnHvtrnNMbg9ImjAYb3U45zAvXPM6FzIMeEOdF9QML5YOrqWbsg43b5BZ/tqPRc0PFo1IH0fWI6hl2qcbOflbK4YUfrXJ6VgQTaaDOBTqevb/QCaDfNvwqfn3qUG94YU5Ximbxz7N/PTT+LPyrUc7ZvwkmftG0/bZx9qQKaXXC8WuXuW2vrn9a3oiv1YyeldyIJ7Y3PjCuYo68ER9VvY5KhX3mbDnsdCowum25e/RkOezcNW9mPn6T/fdxKZReqOnu3SXN7DhfPXuJ9AshPKvCOT0YTR6GQbezV42ixGL+6u8ePSDOj579dFX8Wfjxa5yz/IrQtLNx1o0Vj0sjDY6nZ+YWmvrW3iwV6J98Y+f+/Gxn5R3y+fgPFsNwv91dLx9ca2pq5jTK2dPo+//irpF/eoifzXP3za28UbMXJH7LXOt8aFdUHvSIntjlrrm2RpoYrdL7sur1srpdP3uR3J+fONT5wHbFere7Rw9N9uf/Jdc4LztxXBoT0XwprQH/ffzr+BMTLznN3aWzndK3i3/LbucHX0Xl+Smjf/zKvXF3jXSF8IXe0arXy+pEf76AekCcz0DZ3X3ajO5u0bFPT8T51TXVcxp3nIz/Ed3xirs6EeenzJvet/vrpoXp4zaFHQhK9OcvKkScF9WVg+QfRydrmo80npJPu/nmPxrf313xoTSO4xrRjzhvDT0gzpfXTpC73z8d797RJne/26I7HnFWyUnTuvqcu9+jZy9MFOh0PrgzcWupaNtO9w3OGmmi4yrvctXrZbuV3e1R9OcfVfTnX3XXTNXTn39K6s+Hf3md8+FXFT+OdjU+PKHil9LlsI6npudnzOrEcam3OczY1cZjZz8jD749Ntzp2ZH4gSBO7HBff2nNa9JfOY/maaIpzv9ngxR4L/LWDa42Y5zHPmSAvFecUsb56Kk2d/Neea+4cp7u2Y9VV9rD4nxxTU2smPjgupH5OuGmYHf/jrNPr3fNi3deD/pvc/pT3zFsSuCFlNNtElMQi0rvvk3KrKrOAkvIySbndU+HhRBiiHf3Wk/f5Cv2uxd53x1Xf1AIIcJr7qlYo7K0Y/4i5SKmsM/0eTcMqd8rhBDhlZMqVqqtd7Gva5T4bJlz8GNhIYQY7j2yvfAx5CJ70y1/qohfw9reVv92W33qewY7fJ37HPahA1w74wnX3/vf3qayv/UpD4xLuRw2MaexuMR794+UaVr70Ervp9vil72GjxypOXJEpap9BjcNNXf6nWrfFpc/HtL3+Otr/altd21Z0bV/8Fmjs2JWWAghRnqZsUavnhDnxfenN60/XjGpSQgh9jXVT2pSObh+/pavy9Wrn61wDpkbFkKIYd7DW5U7mP3e5d4NVfEz78K/mVvzm7kqKx2+sOneAg8FRf0vyzHhUL2jn0qrkzrPWtz2G6fjqXDq/4Wwu573vjsqfvpkePVTNaufUims6pdNtgJboQAAIABJREFUpk/X1m9G04bjFfELVfe9Vj/xNZXmTGvuuhFPLHcOflzaiEe2dT4F6nrfhrv8GQt0bViSn58l/3Xsy/iTv+qfv4GbP550rvkkLIQQF3p/do2nECNEnZkc5+2eVd5m6bLXsL+2QuX7TzhcW3yFPhuiGPSEOG+f/rJ34zXxy17DTU/UND2h8qZhTzZ1GaROTEEsqrwHN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8bQk06tJaYTfPDOXAJadMecuttWd/6ePRhedWfFqkrX2hd9Y/t2TzVycLZx+gy1OP+k/8UBrucW+a5RXyy6d1ndw9s6N/DT8KYnKzYNcD1X77tG6xfr2eBib82mlDj/8Az/oHHeefdq/53eHYjz2Z1pcc/3qQ8MbvQ5Zr0auu27aot9EXz2+ZqNxzr/81h447GajT7HzU+GHh1msF7BZ5/I+4C/+WH5RPCB6TUruxS6L7xyX83KxxzT1oVevN7c9UlOr3fPW6o+Pv/2Usfs1erj8ypa3eOXGvj10R5c8EzN2ynj8/dN8Q++0bvgIRPH5wsT50+84p4539+lt7//YHj/wZpV8x0LQqHpGgtMOts4I32cb0gb57sINjxp8KiJ7l1WNzvNF0eDji8ObXReEZsm0Oauff3iRJQvHzV3eeOsxJTzfUZMmtU4d5T04q6wykk3reFd8tMcv2dM+GbSRu3nYtKn/tkT3WnOJlIKNjxW866Z1eomn31q5pDKZ8ucg1OysArhR4bk5ST60xucE1KysMr1Pl+nfvrM56fMHVEKLqzrmoVNOLKlfoKnMQ/n0QcfdKYkTWX7V9cP13zOY6YChQivutP24E5tJWZ1ZqPz5pQsrHKlL0wr1NWowWd+WfwnWBDnszizyTk5JQurEG50Od9SmWwguNiVkjSVHd1aP3m21tMhMxUoRLhlvm1x2kNPvxPLnYO7jtok7XutZvRybee1bZtV0TULm7DfP3GoCdddpfr8LWd1ShZWIfzsZOfr2SNscL6rZp2higTnT07Jwiqqse5B2/w9hlagutIHnV1H5xP2r66vGt+odTqpzyLdfn6J2uBp0nH/nFvVulv6lsqo1V/RNQurLPB+zQV2C+J8Fp+vd96UkoVVCC++I8fLW4NPPWLoe/+j5yq6ZmETjvpn3uH+yEjpaZjbn1cTvH9S3rtDp99xTk5JfyqEvfeof1kvuiftd+vvttZPflhb91tvNQyyRJwvlp/VwYaZXbOwCUe31d9u6ELb/CHOZ6OrS9C+xfmzlCysQvjl+53rv9RUj+Bz96dkYRUFbn7a9txhTQXm5MQK5z9m6M831YxZoa0/n/8vjlwEn5hW81Yub7s5JWkqO7yhflz2q2k1FChE+C2P7QntE6OprujB8TWrcnjfjjkVXUfnEw76b3ManMAg12pkp5aFTfrU//AEt+p44N5lFV2zsMqlZqgvlV5w8YyuWdiEo9vqb5uTz8sW9SPOZ3GmxXlLShZWIbzkbufaL1L/H3z27pQsrGKpjU/YnjV0blrw2YdqNhopIDdRk8Ny8IGhKVnYpPDKW20P5GHeg9PrneNTsrDK9TZMyfHy1uCCR438+ggumNI1C5twZHP9+PvMGp8vTJw/8YpzeEoWViE8z+lccVJLiQlqWdikT/2z08T5zoINc2o26Vp/wt5lFV2zsMpqaP7i0EpfIlZ7oO1MGeZHzW2clXrb7xGODJFeEbVznazA8DeTNtF1L8q71wDX/fMiH26Ifbgh9uGGSMM01yDpPf6mzRk7tWeDDY+l/bGXA/utz8Tk9ao+IvcPkN5607zQrWYm/KMR6bvKtfGPsf9Sf/jG5Vpa0Js4U364a+PhiFxC5Mh6l3y6RPgRd6PZcxQHVy2T13uV68WmyMEdsYM7Ygd3RFqedg2W1/v84tQgGz11Mv7E9aK0SOrDl/OpkNE3PDUb5D8G1wZaUqvxcf2EJUFdbUy70hWKiD9sSmBfe+yr9thX7ZF9r7ukU74O1g+fo2GlO+YkCnRMnZ8oMLbvdW/iHLJVXlMmtEkIvp645HSgq3FlZP97sf3vxfa/F9n4lOtq6YXwC88pO9P225fE5LepPiIPDpTeOvEp/VfThhuT27R4EeezCL7xiryD/YPreX8k/G4s/G4s/G6keX4izocbX+jyay361uyaFvmPQTcEmlOX+qR+8lINB9eepYkCHRPuSRQYa57vlashWtaa/aOxrfEXj8vNH+bacCj27R9i3/4h9u2hwKK7HPF/73u8bmnu47vb3RNfk54OvytwJF7aHyIbnnYNl/7tnzjL3EAnhAiu9MqtuNq1ojny8Z7Yx3tiH++JBF9w/ZP0QvjZpzLONnw6ON+VIYeak92LEnlcx631gaBUjVjwBa9cDbHuN0YmPU4VXTG+pkn+Y9iUwIEvYr//Ivb7LyIHVstx/kB91SOaPvNoVEpauN6SSkt9+Maa1wYhoutfkgdP+7vuezzy23Wx366L/XZdZNFdrquk9/hXbYmasVRGh91z5B+cV10fWKNW4By/6TuwYcT5LIJNiWtYB7mWvhH5tw9i//ZB7N8+iLy7OBkiFj+d/dj86Lma9UYq0uqeKWeQ/ummwLtyNZben6iGf+Zzpu9g5vbnVWzz1Kw0paaZdPqyfuGVyJ7NsT2bY3s2R5rnJ3uD3ue79Oejbz2c/LK++oZAc+pSn9RPfjn3z1xfNQyySJwvgp/VQojoOkUed9C4wJtyNd6cJ1fj0/rbVxDnuy5e9HFeX5cg+Gbi3MH+rkUvJZda83hiqfDLL2nIzbf6azZLTx033pXoSMTWPO6VCxSb15ud7G9rvEfZnz8Y+9PXsT99HfvTwcCiumR/fpmG8zWSXxwbvpZL6/rw5edaKdnp4BPTMmRDk1VtUiRrh0wMbDsQ+/RA7NMDkW2NLuna4yP1457WcFB/+HSiQMdPH0oUGNvW6E1czPzWq1qTuylOBh8cn+EEd4Wd7ttWS0+VQzpr58tfAcJ/m5YhHZ3VyC7a7E3G+QeeiHzUEvuoJfZRS+S5u5Nx/rV3U+L8IffD8om6g8YF1qot9fCy3BsYbVaM7ysLXPtEMs7fpqHA7kKczyK42pccGPS+GmkNxlqDsdZg5O0nk32wJc93HTDZ82IiS+q42R14W1oq9vaTXnkpsVH3MMsXwWcfypDlNZEiLH8T+1b9oaE/v60+0Xt3THsmcEQu5Mg6rzxuI1Y2mDu0K4QINi1Njs+/vDpyeFfs8K7Y4V2RTc8mx+cbnsnekQ49X/O2/mpE37gvufjgGwObUqvxcf345w1HiYLF+eDL8+XPudK1NhT5KjUXIMLzHtCxfaPrOsf53S2x3S2x3S2RBkXEbkqN80pngw1z0p4rk6tD7tmdvzhSqzE7v3FeVyJWEWj1hM3OYV5lYgMhlJH+5Omu/U3tUdvoN5NGhxpekvYMV8MzvluH2uUX7CNu9C2b54r/cTS0JV1Puv1Q473pT7k1ReuKCqmS4wKzh5pbduST+Nkxwwd+33BZny1bIEX5uwJHtvvG9Ut+mN+/3vf+Ya+Ui91X7zX1pJvTGxZIqbLaQEujz9knud4rhvt+0+RNBNlVXU8FirTFf8xdNfDvjddjX8Pz8rk2E5+O/GZWtTzLQedqbFmgd2p7NTsb5skRf+rrkeCiankWYnu/0b5gSE6drl6Q84kwwYD83TD19dAL9yQKFP1Ge4LtganxPw42b8u1wOzObJS3YE1g4xKfQ7EFvzfct3Kl3Hk6Vv96zvN0hBsrXjgmlfnY8CxvTmuf2xPQu2w3Is5ndmbTAmmI9oZAc4Nv5OWKHazS5/d7E1nVN5T9p4MNjfLlNRPmR/wzq7+nutTWBTlfFhPcvTVRYOiR8YkCxfcqPf53AxOkajSHzLzOJrrUXS8dN3cFvt2mmDS4vHrmktCGu+J/hN/emmMqK7q0QTotcfjTkZ1LkjFn3AzfzmbpS1O81mLuRbGfv7VASn9OCAT9vuuuSG7Evx/pW9MsJ0F/V78yzdWon+9p/FmmK1lzFHxfHu+/9YXQ/J9WJ747/n6kZ82ewK1SNZo/MHGEfmfDXPkaqbrVka2Lq+VtaC8f7duqjPMaRt8ix+NlVpnw7Z+Tww0vS9eOuBYt9E0aouhu1fqWPi7tOR+HO3e39C2VSXT9emkHvuquyFJXtRyAOhUotrcU20WxxPnMPl+/QMqe3hR4d6nvWkVH4u9H+JrekEPE0fqmzJtWkUbVJbpmlbSD/dP9kaaHEyHCfu0kX9NieQd7t8Xsi2LN7M+r2O6++bV8lNvJ6XcUX9bPdfqyvqLK53/Fm8iqvqG8bPRAg1f5ZX2fovutXCrnL2ud1TDIGnG+SH5WJ6shbpoXWTY9Gef7DPUtWyr337YtWGf+Zc2GEOez0NUlaN+yQEqaXh9Ys9A34rLkUn2G+Ja+JKdOj9e/mes1rMHd8lDGjY+HHq5N7GCizxDP0nWBG6UCm/dou8o2s+iy6XJ/vi7wp/d81yv68/cuCW2oi/8Rfvu93E9Ni3wSv45mWHeFiM5OhRpvy3RNqkKo4Wn5bT9tjKx9vFqehdh+pdO3dqOcOt2woCnX7ndwh3yq9U8bQ0/enihQXOn0rD0Q+Gn8jyPNvzXQnz+xs7E60zRjStEVXqnzMGx+pyGdsff4gq/LnYfVLTouitVSjRwcanhRjvPPLfJNVsT5a27yrXhCjvMfbelyfnPzW1IDB90dWXFv8me1cimxrSXXa5uS1RDjn+hU4PeG+lYsT8b5ZuJ8J8Ue58+0LJDyqdWBt5/3jfyuYtxmmO9fXk0ODK7udBlg8AM5F3Pzk6FHJyiGWYZ5/iUYuFlaqvkjlUtps1Vpf+MvMl1ra67Ip3J/3p7lnbkIbn5NejZtXejFGYqh3es9O78JTIv/sa/Z3LvFnl6/QEp/3hjY9HLn8fkRvqbVyfH5rD/K7tuc8Q2ZtTY0yOPztzwbaXpI8QNBWY3NhsbnCxjnT7yyQLqAakpg3ybf2L7Jz7lTLuBg/cta57NUxPmGRZ3689fc5FuuiPMZ+vMz0s9YkLPoOsUXx/J7k/15ZTU0fHHooSsRa+xO4O17dicWnzo57QkzI2ZtikuZMF77NAY6TtExov0LKc0/aNpslbUNnXBT/Mmnx1TOnTkbXLfCefsC6UyBQQMcg1LfY1ziFIAB3jena72NXzYnjse/UK65udZw/zu6dWP8dAzHYk+1Smn9PP5npLM1j0VMvDN2dPcH0nofmlytMsN7H8+T90rrjZ7pvN724/G/B/+o1vjU8KGQPGdCbWDu8JTvzWQ1wttbTWv+jvfklU4JvDA6ZaV9PUvnSyt9Z3tuKz15/N/jTyq996ncCLa6Zkr8Sfi4ad/W0d0fSlvwwUnVKv3BPp4np0tbMJLjPdUTCdSB3o0evUdNe+O0+KTENd7ExbXFiTifUTS0W9rBPBPVdrDLPU/cI4cIxQ62Z698cN0QeKQy5eBKLhV+f39uu+VZKeCIf/DeoXIj2Orrbog/CZ/S/gshrbYtb0uDLN4jajeOGveAdDrkvo1bcjqmEwUK16MzUj6W631yZtf/rMbpjjOKfvC+tBEfvaNa5byZKzzP1MtR4vOU9Z4Ovr7IWf1gfXzO0n+62vFPXd+Rs9PHI/EnV3unqdwItnqMlE4Pf2bedc07tmaM8+We5b+WdsWWHTl/5m3St/+wm2rzcz/frhLdravuUutuDZkgD1x26m7pWyqTL7fskodxp9amfJhDfIukSz80XmWbf8T5jKK7d0kh4pHb1UJEH89T98tx/nT6LdveWBeflPgm7yP6+vTtW7ZJ+6zrnkkpO9gI31Lpd4X/lfWm7mBm9udTC28cE5+U+C7vYt1ntmUXDctf1vW3qPXnL/f8Uv6y/izNl/WcKpUv618mvqz35fKZ66yGQRaL84X9Wd26T/4wxwVmD1XZJeZOkz7MXQeJ88oCijzO6+sSRPeEpSP6vvHVKq26zPO4PD1M2xe57Q9fHpc+6P7e21VuBFt9ndSRCJ80MQOk6M//m1p//nqt/XkhRNvx+Bj18Jtr+2V5q9lOB5uedo7z1Mdz30MGOzLfUffDD+SDemLgSWfKQX2FZ9FD0kEd/Ci3jXj6uNQZHOy9W2X2s+qxE+NPwp/pm+LmZHDFHOfwO+uljVbpyHJvypNb3pHG8V0P3ZPSwNG+tdIIjP/5V7RELa3VyMGZdjnO3z1b5QaBQyeMjz/pEufPbtkpD+vfdVNKA4f6npMu8VO7lFbN3r3JOP+IWpyfd7e0S+w8QJxXFlDkcT76kdwHm6U6MPhdz3y3yriN+EIeZhnonaKyl1f/SIqa4ZOaUm5fBNe+6Lzlifr4idxXD3RcnWUBw04cjx9g5oRluTQx3FuvMrlB9Y13xZ+EPzVzysro7t9KG3H2berj8wtmyuM2mX+UxSclvtE7+6q078og9JEcJW4MzBuhMj4vVyP83h5dUaLAcT66TboPjmOBIsWelMwFiH//TFsD23OO8yqnKp0NrlvmvO1JM9Jkii+OOrUvjgb5iyPLtbmG6EnEGpvPvbU5ebrNHXpuyq38osjxhJtunvigz42h+KRJy27UfMZJ6zs1L0lzVTtumhZZ9sBk06snRLBhgRQ+brrVY/oJSJ9tbY6fOzCwwvgJN/LJ+GJQRZovje9XSMfg3k8jhleXXK90VasYdGWaD+iK70nrPXKq03pPtzbHz620f8948xOzHIuJTvXM3xUjJsdPujnywRaTrpWKRqWsqZj6Y/WV9rt+cvz7YP+7uf0q69v/B6ZUTYP/n727C2+qzvcF/ut+5u7Mfs4+e7wYLNUGU3ADskd5KU3EmSIgLdApWKvDKFXcprwoaYGCUnQ6jAXb8pKABVJGtKgIpUIFaRWQzohJLa8ziJzRRFJoM8zFnL3PfvY+1zkXWStJm5WVtXBKoFgAACAASURBVJK1kpVfv5+Hi9KmK+vf/PNd//zflndAmF8W9xUcmyu8gt/cUVJzInd1XfIre7Ix4vtoe6jJZXPaFyR5jDRBzsvz3hbWyky+L86+7uEKdmMwXMF8dwaEr8pnSr+5xk6vDP3ajQunFQ0CjRmvxcRGdW591hEK5uV1dulgNtnPh/YWPhPnASP4borra8sld8WJjOx+r2XO/yCsZJ2cH2fWzH33CS/inwZGPu+Fw6VvdQkX66dqvB++nsLFOm98QfK/nJzw3pJUNV+6KprmRHJe4Vop/7mO0GeGiQ+kqVbmLnCHNu5rjR3+1Pq35Ny9KTQZ5pZLdiYUlgmLY74NaFiBU4ecl+e9JX5gjNeQuC8vbkSIfB9uDU3XsLWuT/a6P3RTuEntovJHpX7+6K+EtbnxTyMZmrbnR/C1Vtd8TURkO+HUtTnkHUh0sc4LtwbVXKzzZlSGOs6+uaCk+Z3caaSIS84b4mO17464l+iiGdJ/zNypYvst/trcTEDOJ5BUk8A7IAy4Tc77aZzD3iu8o5Ve9386Pj0zG6Ld+lxoz78Qvz3/RWgz4c+VteejjjnJnO4PKF++X7r1uPB+f3qd98hv5d/vPr/Yxfr0z6Xf1Pc/Whkayr129rSizYTzxo9XeK5JObevdLNwF0DLsgZvz+5EgXbrpjDN9dlyye3i56wU1jZd8qm47qg+DQXGLnKH9iLeH9stLuPuTaGZNq9colufaOZiYQ3rDUUX1kjOl8X7nD5NzPmRa3MzCzkvL6pj8F7pR0h3DN6rSzdLX2fprh7hHbS42vv7dXp0+A8TjuXJmsTyuPG6LBVLwHsrYf98nnT/fBTf4W0114mIbG+vS+7Th++2WHOffDTOB4QisX/+D8n0z2c6573fC8O6k8350o8Y94Dwd1Z14SCi3EXu0F7E+1TlPBERfX2idLfYni970buvJoV3jcYXjuT8SP2vJBG0UaI2IQhNfgn0d3YcPtQrHNJkKp61tLIidlP6CPXzfdJ9J3B5gatdwv5k86Q77IiIJtha1rgKxxDpsOtF/37xDjfab0pMRPSDcCdwy4MazJ8v2fOfwT3KHjpzgoZd2SX154L1yh465f5hz3vntlB8k5ZVzfaLeMsFcsebia4T0bc37xClvgY3+klLJVavEpEwsHqJiK7cvEWk4INZwfipRFdCOxjYd448bHjjYst4zabOlrz2efA1ZQ996L7ENSdyV9cUNiUeOlG18yYRWdYedFnIl+rtYXSFnE+gZMOp4AZlD52cF1vBbLMkVq8SkTCweoOI/nJzkEjBn77g/geJ/hLaA9m+YeRhwxsXW+J98EiC73sh5SZo9Onklk9oDi0vjbPW3DR+MtFFInqv68yuklRuSRilpKEv2KDsoT/Lj5MSD9n2v+6alUeU0kSYggceIvomtAeyvWHkotjwxsWWB7T/qBo/503jJ4Zy/vLNH4iU9A/+4BUqRgZ6E6UErnWJOwfGb25p8Vvh9TQLp8epwD8dbyL6lojOdvXbSvRf4aMMcj6Bktf/GHxd2UPjRcSdzqrmG0Rk2XDY9Wiy1/07g0IFq5gVp4LljjcT/YmITnV9tb5EcrA2CZq254cfeW/VhotEZGm+5ppHKj/Hq1Oy8dPgRmUPfUjqYv3YtDiPHjP+AaJviOgvN4cSN79TPI0Usc75dH+stj0W77PzmPGmUPvtu5tDRBnvcBAg51MTp0lQsv5YcL2yI0zKVfiOLsgfT/R9aDdj+/qRaznDGxdb8uNM5kiCHiGv34VDqSm2A791PaaiZW6bI7F6lYiEgdVrRHT95m2i++M8KkrBA1OIrhNdr3nHbd8y8rDhjYstD6Ry/6qptiO7XXPyiQYSPPDWD0LjId7c+kiXzgdd55pK1N3bW/FppG7oapdw39bh/ebhdbTxxk1pzPhxoVg+0/X1qhLJPncpcjk/Lirn0zBTRBHkfAIlr/YEX1X20OEdgwX5E4luhrYstr86cmVieONiS34SZZhoc6xzFd1LpOGmZXH4xFieoE0sF0yYQXQxdHNA++6Ri2LDGxdr9XQhJZt7g5uVPXRE/3zYYGdVy7dEZKn7wGVNtTPWVhyv0Zk7viD1/vmM5XzJzkBwp7JznG7W8gNLIE7ODzPB1lLjmplaez6g14VDlSRWxEaCNonYjOS8aZllbP8ue9nKxnDKE5Hf33uocWWZfVfcfb2T2PggpSuTloT9kULr6mwtknsCj7W9stn75TZXoXaN7OHn4GwXbrJneeWXWm9KTBS5E/iMyvnjfD+crX58bs7/+J+hf9bH7c4zWt+z+8ynwjpFHSbsywlvGjx85au4hnVS5axc3+DF6hfsOVPnhP5ZX9jldOs4R/rG7QxMwL7hG1DyMPOKGmGz9UPPWdceiNwv4NZ559qyUnEb+s0r8rU+wfg8fcIrWJCbqOYEnL8X7upqWVuR/KbEb+z3ENFDK9p/lfF+hYSQ8ykLb2xoTljBpN24o6iFYX76GeHN1dVgbT7ZE56fO3TF2VxXKt6UbvPTml1TfF5xQmKBiYjo1lnnmnnWH/+vnNC/2bXOMyruNkekaGS3YELq+16pd+FLMSXui92k3fbqTu+3ba5ZGsx/MT/3gvAiHltrbTjaE96x7E6fs8FWKt7IdvNzms61UeyGT9ELKq6+mlb5hMnnP189vyznJ/eG/lnnb3CeU1krUvK3ns4266+3Cs2tJpuy3E7ut4iGAkIFjt89WpCv6yqJ5CDnU/bVBTHn86TCK+B8fY+HiH72SvuvU7ju3xkQKti4uIUuGKf97HTd2vO3nLbXPEQ0c1v76nTvXCkhfLF+QN+Ltd6nkaIszHkjfKyWpk2V0AZyPmnJNglC+i8J72jTvQrf0eaKCqEp+OlW6/bTPeGP9YFrzu31peJ48OaKOGtw1RNDPtyeP+dc84T1H/85J/Tv8VrnWdXvaPGY0yvnm3y3zlU//kSOeEBrUgdUw2Tb5PR+d9D1mPat5Rt+RcO65qoXhRfxqN36xkc94Y7+227nG8tLj4b+s2RzVXJnaLa9+b737yddc/IVPfyWT5w3E/dSWzA+3sxg7U4jJXd7OvZan9kivA23rxr2NhwaVND8nqDTmSHnw7I550V9fZL9NuZnxG6WE29Y3+qK6ma55HxrXal439nNz6ia736frXaLt3+Hq0i7WfKyIu35knG+W2erZ8/L+fE/hf5ZZ9ck0Z43r64T/iwHn7Ku2RfVtXvWuWZe6cHQf57fnOZGfnjT4II4H8o2t3qIaMrq9qVp6oxNqn/eIDkfX/g+hv+i1dY4wrbDYnt+lVRzK8+25g3vhSbXzJTb84OZvHCEqV8Rm9J+7lHzbejC4ZX+eG0xf2+jneqdUjcKV7+NgeopOtOmSU9//vvf/z7iO/coOgHqaVkiLkIlIqLJ8xz1K6T3BC5c6NJ1qUT/J+K22svbn9LlQ2l4M+Gbjrk1By9G/8jz9Xuexe91LN/WvmeVVr0MPafeC32R5nmXPX84LTzv8JWv4T2Nbx6y1xz/NvpHnuunPWtOdyxZ1V6/RG3xb9wOkFWyxoi3pNXBDd8ASV8Awvd8VW626+L7tPq5tkvkOdRQeqhh5M+nP9vd2qTHzIB4ev4ojq0mnMLm6RRv4ZD8GGrPtuU13xDRRMeWxUlU/tjw0RdyPorCnB9BfinqjTt3qUgyge+qf0dPdXU00JaGthvk6TpQ2nVg5M8nz+9+Y7WGby7vd8I9KyaayddaW7XxPU/0jy++V7PkvZoZW73nY+/2Ki08sqvEDa+f5qVpIY7cUtRZT7tmafhURa6enfTa2rY/keeYo/SYY+TPf1bevW2jHgl5w+enOZJ/T/FGgIp5v78c+uLmnrKa9svRP/Jc+sDz9AcdVb9t3xl78xIt9Wx/SuysJCKiSXMdm2wJb8GQ3G+F+QZVTKm9Mfg3KpTuRUXOJ2K8nO8VGveSQ6Q9v1ta8ycimuz4XeyNXVWI7IKlwI3bAXpUm/4FndrzPa88XPM1Ec1wtGn2WSAVPV+KF2up1qDcxVrLW18lOI0Uccv5jH6svnHnLkkP6979XsE7FTmfSOZzPsUmgXCQZBawPuz6cBNt3dr2LXk+fa9UXFQUfSbdm1SOB8vy/kVszz9Avr21VRvbh7fn22uWtNfM2Or9YoWKTZuFY9JNxxM1716K/pHnYrtnSXvHC1vbd6s4oAqP/cr1WDK/d8M/SNJjt+F7vipndZ1x0kZ72zXyHN1RenTHyJ8/vKS7aVOSL+Kcl1xqFq1G7jalQPxun1RPIzk9zeWlJ6P+P3meY/OqETeHiuwkrMCNO3dJcQ9+/Aff/V7BoBVyPpHM5/wI8de2Tnd9vIUa3mj7hjwnXKUnXCN/86GS7oY16t7RReWukbtf6cv7Xbg9P29ke/7ie54l73Us39a+W2m/DRERzXVdP0b/9lTbRfIcfK30YMw+hDOe7/69I51du0TU0ytcuaU/lL35bM11IprkeDOlD2Vhcv3zqez0Y5Ccj0/DzSx7WqRyXvKPOnORS6OVqSr7beJeOFLMefUrYlPZzz3qIkF+v5+ITKbi+n37hNt+76tfVhz+mOjvbZSadhN1qVB/J3ADbHATcvvmUEamUEWWw9qq1N9oR5Fb4kf6i23DUz7Mc/C1gsf3ajN6eMaemRk37l3iRrULNg+bUBMeFv227bj00ILn+N6CF44rLL75/nzht872S/9K+Ja02jGbhRu6ej45K/2kt852XJL8gaxxs109bscyifk4lmUN3p4mqZuB6yZqq+HNCcZWI8thbf+WzBhq9NNZ1q5P+v6yaYWcT1Ffq+RSVPN9+aEvPF9ckn5zDV3quKH+6cZOdbW1OcofjP2Jpfwlb9vqEp1qXU9twYhR2LCLmwpm71Ob88KUfCnmgkkqD5ayC01pXYp6X5Hrww7HUw/F/sTyVI33w40lqWxjFsNsFmqLp+uc9MsUvhGgUuEO/cttw3vnwzztvymYf0C3uUOSbt8c+lu6fiv+veKIzHkKtrRLM+R8ir7aXtoZ+mrR5tgFr+JPLRs22TV688a9KxKR+X7Np6fo054X2+2WZpc9U/tWRut7O9HF+mKc5vfFjm90P40Ujaac1/1jtfk+IcM9vVekSxe4kkz7TW/IeQ2obxL0tyW5gDX3YVfrHsdCiS00LAuf97baSnT6k3xWWzBiFDbs4qaCx/crfkf7vxf6Py61vSsdLp53VR1QR2aT8LHe0/OV9Pnc/qrjmvrj3m91HTnheHpK7E8sT6/zHtlUkvb2YNxb/UV1+xieXM7Hvfl6VHQrEcn585fjfE6/jJyPkf0537dbbm3r2Omu37/jWDwx9vcsi6u9v1+jVzeLZm59L1Ra2fa82n6bcXNd5686lkvcss2yfJv3vCOtXbtE5N5R+nHoq4WbYxe8ij+11L1mT61TJ/yBy/N5X5wPCH2a988rkaacP7dRz80sb98cTN8w2eS8+BcO/fttVA/EphSbUbsmEBGZlu1zOmsLc8XD5BZW1Drri8M/7/XEJH0S833UX5kuSyGie2IoOhzd/d4/wTJ5gm3yBEvoGze+a6tbnbPq03S3QcPLYeXuo5OaHz7r+Fr40rJ8W/f1a8H/95/Cv+udkaT++rWq1pT3KP5hr3Xxe6EvbSec6ZtxM3jcukZYDmvbXTvseaOGRS1LVnV3tQevnBP+dW11LBEHEq7vrTqsbJsCq9Um9ysB5xt7pT81pWLOE8KTXmqo2j8Q8+MB5+qGJJ7Ut3+j9R5rzaErsT/yHGoouKes+pz6gyZn6ITVLo6tOu0Jak54OSyVlluSe76L1aGnS2FBbWz4KM6fZCDnU/o7D520rhOWtth2DF+KWjRTeHPdOFB1NLadcde55UAyb66jrVaLrabrL7E/8nQdKLDUVfepP2hcfrE1f6lm43tERDOe775+Nfjf/xH87/8IXr/avVzcQ/jipqrWdO5SqKk7R60rhH5x235dlqKO4Hu/yTqpsuaYRNe+55ijYJKt+oKmzzdnvpjzv6naH/sy+Z0rf6OuKkZ16Fuqftt92R38P38V/l3+wFElTmSWfjqt/O17/3jLpPG2SeOFtP72+7aNr+SsPi3b3Erut7SHnFf8pAbI+Tud1tXCojxb6/qYiOivDv00xU2JM0iX9vzZ6lC73SCbEg9+Yl0rXqx3vix9sf4mzsX6d8lcrFWfRop45nyGPlYXzhDbbwerjklVicaDSv6YyHnFT5qpnE+5SRA4bd0oLIdVu6Gxr7PN+otXaj6VWIbp+fS9gl/UV8fdHDQJkUHTmo3tREQzqrr/fCX4X/8e/K9/D/75SvcLUe35vcre0bc+7xD7+S0vbI0c7b/+PfjnDkcSB9TVYz8X3tTXdlS1x+48POjcuCOZD2XtW60TFtccleiJ9xzdUTBhefWX6g866tz9/lZMzq9fmbPilL45PzP8Of2dqg6pnH/zHeS8zNNnT85Hn0yXtUZYDmtzSKxt9R3ZbS18seaExP4hnhOugsJ1mnaz6CA6lpdv675+Nfjf/1f4d/1YpD1/UV3/vK+1xvrjR2qkRnY9B18r+PG86jOpnrgKg53Wl4XZT7a310l8KAv9VJNNia2Piv3zrdL986ENkFm6dcD6jLAc1nYk9c0spXK+bmXOSp1zXiMp5rzagdiU9nOPnnBDpmX7nBUS74PC2kjUxya9+tSO2vVe4b3DNTfGvnebe+82195t7i+Pe1uWi/XsYEHL1XSeR8+X+t4dlojogVVusafGvWdVyQNR/SwPzLXvOettFrLes8HZk8oT/bDXOuU1IeOWd7rmpXIsNQaPW8vFsc8lW13W4T/NW+IWR17d9UtKoptCeTPs9U7vOmEs1rOjQ1nxZ9RFfqXK2ni8J/wxYfBi9QtVNbpMt5ld96awbtWz2Trilq7VJdaaJJbDnttYsPkDYTf2Ze97LwaCfw8E/x4IXnxfXCN7pe2ZMqfWdxCWMHTCuni/+Ar+zpVobDWyg3Gyd4ft2fZ6GxFRaffBZBfUphtyPgVDJ62VYv9seUPMzjNT6+ziChWnbcQtXatttpokptn2tRY4PxPeXOUN3o5TQc+poOdUsKNBXCP7l7Z1dc4huWMkb3mH9/yuknHiZNlxppLdZ7xNQleLZ+PulHI+U+4ctZY4hBfxqZ2abkEcx4Wmgre6hBfxqZ3enr7gt33Bb/uCPTvFNbLftK2wOe/IHUOl2XWNQqe5p95qXXugJ/xB3H++er76nDe95BZ75N07XyoxRa3PM8227zzpjTzdPt1qxU/trY3u1kZXa6P7D8e8Tc+LvajvFWyXWdSQ3G9lO+R8Cu50WhftESKiotn16Mif9/xuQxsR0aLudm32v8oAHdrzPa9UtBERPd/9hQE2JR78RPZiPa2uRrxYO16yNn0S1fy+XG17qUar5bAJTiNFLHM+Ux+rH6l7RbhllGfPamvLp1G38LxavWp1Mu033SHnk5BakyBw2vprcauYhZvU7Yzd31bw9lmhKbhwk/fDY8E/HAv+4Vjww03iGtnv2zbWO5O45ZwSL3R4vxjRnv9cdXt+3Aq3OPLq3r0icjQiGjfHnsQB9WWt2ySsW/VsXTzilq7VzyyuSaIN+OXWgq3HhRfxaaf3zOXgd5eD310OnnGKa2Svt7203KliZ8TRaYx9f5N7f5Nrf5P7qy7v9hfFnH+noFnnnF8j5vzuldbmU1Gf069Wr1iJnOeS86KhLuuTLiGxF2+RaIP17S7Y1SO8oxdv8X7cE+zvCfb3BD/eIq6RvdlWs06vbhZNjFvpFkde3btXloyLas+Pm2vffcbbJLbnlcfymZrwpmiW5ce812NHdi+2LZmXjq5dIhrstJaJY59PvjWyf56o581X24iIFmr0oaywrk7sn2951vpmZ9QHhP7qqmf16Z83gFsHrDPE5VjL3tdig/ox9n1N7n1Nrn1N7gtd3paonE/vMFlGqB2IVb2fu/QvExUvlUp5IiIqrFwmttoGBoe3NZO4E7jBNj4gc+FC90fih8ZTx/RqTEu42iXM3Z+3WZ+7wyphXu1yCLt7v9eV9DSZ4aOwwT1ztTg1BYaPwgbrJbZikGdeusEhNPhPd7nV/gp5ju8tLZ+TM3VOztQ5OeWb2kLb3K9boPY0Ej/pit0OcdKq51BD6YzcnHtyc+7JzZnxXNslIprqePNZNcc7Xy3OnbG86XbvnG0ONwDGzbbvPOkVxn2v1KzWeTez4aOwwdcSvoIXu5TuYCzN91FtaFPixEtvDQQ5n6zho7DBDRIbcZufXuuYLHzt6TpQWrkox7Iox7Iop7Kh7QYRPeiwz1fzlFeqxdW3Fnube8NUc/gj0Nip9g0tXmHc9y81W07q8OZ6vnv33NgWrXm1yyG8t1LI+UwZPgobbEjDXVz6qsXVt5ZXO9wNRebwRqb3Fdkb2ryvCmOxNa8d1fBFNK9wRnK+/Tel0+7N+cm9OT+5N2fas22XiGiao1FVzit/ug+60rL/gblwgftDsQv1006Fza3kfisLIeeTNXwUNvj6yI5234erQ5sSS62U5UNte97XOje0KXFa97CJZ/jwZ3CjxL3HzE+vc4hbxXu6DpRWLswpWphTtDCnsqHtGyJ60FGj6mKd5GmkaBTkfPo+VpufWhNpv506WPqrJTmPLcl5bEnOr95su0FEExyvpG1esELI+VSpaxIMH4UNrn9YzVNdqxbX0Vpe3uNe/7A5XP7ch+3rG70vC2OxNVv12K6jqnv3HIn2/Kr9Ynu+veusBk+j+QFTZK76rUN8lTxHd5TOm5YzYVrOhGk58+xt14hoimPTEjXHc1e/JHQcWDadcG+xmsO7G95vtW856BXGfa/XbPwoK1b8GIR55iL3EbGP/uRRXQe9zJU1kZw/+U7pM+U5j5bnPFqe88wWIefXIOeH/SiLc374KGzw1ekxj7hULS6WtdS+4351elQ3y3T7qzu8tcJYbE1DV/a+o82r96vstzlbveS90FeWpqvu3XOjunajR3Yv1vyb6ttUqTZ8FDa4OeZD2eGXQ5sSS62UTZJ56WuR/vmPW0vLinMeLs55uDin7FWhf75uoUZPZRjDR2GDO2dr/gwjc55tD4xA5UCsVrFpWlYpM0MwNy8/ztOrn++Typb5uslduHlR6KvvbqZt+kz/xbbQF4tmZLQHZNyCJULS3/AmM0nGd8YePQrrTdcorM+9K3oU1qt+FJaIiHIXzBVm0Ny4rTBdcu3vbrVJ3GeEiCbZdjvtumxgnm/ved8W2xohIppqO3LSrmo20bnPhbo3vaFdaiv5yLjvpVOndZs55fM4o0dhvYlHYYk8fcKZLylK5l0zdKJq583Q0yVcemsgyPmk+Ppao3tUvVKjsERENMbe1mCbLPmjB207WtTdTbDva6GKTn6pXerGcpFx3xsXTmt+uVleGud9YVrwpBAfN7wqNh+TebDPK33XbW35LjRFj8J60zEKS3ThS+FF/FlNu9TNaM3Pve74GRER/emL01ouijXZP/sgTs5Psx1VmfMKnm5BuTDMcMOXri3pchdsFj4Kfa+iuZXcbxHdGIx7GznfoMGWPyDnk+L7anv0KKw3ZhSW7nRWNd8I/TR2pWyKZNqNvtvp3+ZRTXv+h71VGy4SpXcPmzh8fW8Pu1jHHf4cY29rsEnctpuIHrTt3J7irX8Vn0aKRkPOp+1j9Rj73s1x2m8TbC3btLobtGaQ85pQ1iTw9bdFj8J61Y3CEvVfEpqCk55vl7qtrLniFUeoC+Fbz2nNOyhfWKBtez4+zQ+Yojz7EadN+rWaYjtw0K7q9utf/lF4ER9e114l1Z4Pj/teO3s6ja3CG76BeD/y+f53+s4jFWMXbS4LfSWR8zfuxL2toO+O2j/0GPv+N+Lm/PYm5PyIp8/SnPf17Y4ehfVKjMIS9Yk9gQ9Vt8feO5bI/Iw4Y+8bHbpZ0mfcgifV9M+fOS38WWZI32ckMrJ78YR+XbtE5HPviB6F9caMwtJgZ1XLt6Gfxq6UTUGuvf2tuP3zb7+tT/98AvrlvO/cxuhRWK8Oo7CC3Kicj71dgNZuxL8fbRr6bVQOxKYUm4qvEsO2SIjz9Arn+xhmws0IJY8J/RAy7QZthfcltj32SHqeMR5zgcStzhXytc4tWBzeBqEzuEdiMZYefIftBWtOC8+7ZGuwfkbSz2u+P1/9L81wvXvOu3uBJRL3kyxLtnqvOF1W8t0eCH1r8v3a1vDZrp6A98izlkizZKpl2fvev590zYmkucxdwcPCD7b8Mt7rlb/gl8Ki2I4zAymcc/xz+Ki2wN4tvoK/C76m6BUM70ts+3ky4+6+C18KV6zjr+dMf2LEv4Kdwq0mPDuXh75j/cgYM3+Q8+r5jtYVrIvsDxzcMFW2gk11tZ3y7phviXzMe9BS3uD1tLiKyHdnIPStyfcl3rog/GDL49PjPOOYBY8Li2I73JpcbkzjxdO2TIhbSnPBpHg/SvHBkwtUdYqo4HvfVrAisj9wsKEoTdeXgR9CX1jmW+I8Y96C+cLnvI4/atssne367K/eo9E5P81S9YH3/4RyXrjr8GSzNn9zs/lBTY6jSsksYbaWzChpir9lzlPxeWtynkQHawYg59Xzfbi6YPUpISIqmoOvF8a+YX0XeoXrfueGnH/9+Yh/Bc3Crnae5qWh71g/THzdN9+v4g2odVNQjvL2vO+zE8Kf5WBFzv/4nyP+FWwQbjHl2fBw6DtWNfepUsV3dH3B2qiL9cZpsjk/zdX2qXfnfEtkOPZBS3mDt2+72ot1aqeRolGQ8+n7WP2Ia+9xb8u8qPbbBMuizd4vt7kKIz3+SVQJXSDnNZKwSeDrrC/YGNlVOLj+YbXv6HCvn6U43ieIny4oFhbFdvSpaM/EZxovtr4tDz4Q70Gp9Nuk54Aps7qOXPYeWGKJDMdOsTzt9H530PUY+fzCgq7JJomB1RHCD7aUPBq3PV8iLIrt+IPu3cxm878of7CSLp3MkGS0NwAAIABJREFUis15831qmt8qYvkR1/4u7/bhOV/2hverJtdM5Hz8p8+enPcdWVdQE9lwOPiqdC+K77YYy3Pi9Rzeu2COsCi246u/an+i6aIqln1eoQ/T8uQTcf4s4ZHdix09urXnD79c8PKnwov45FvBzZIfyv4gfPr4+FVh0WrUv4IWYZa/p+XZ0HesEvd8jafQ1d7rfXvhsP75J9/yXnvbZY3Mjk3DhzK9c963v6zgmcgdBoM7Z+vaP1YyS8z5+KOkKVLZb6NXzv9I1aMj+7mnOOFG6VVi+LMksfFBZIqO0nuHMxXZl7g8W/8Ot3peeTi0rRkRWZqvuaUm4Ogg0NNYVXpcfN517e7Ub/GdFLO11m2tjf2+1x+6hEyaqMMEPfOcJvecJokn/f4KERFNnajmRchQEz/Qs2155BVce9CtdJPhyL7E5Vm0njVlyHmV7vY020qFnWXJYm9zS61MjWUuWu0uWh37fe/tUK/ogxMTf+SPSOenwYIJ04kuEZHnOx+RFl235vEWIo/sAb3fJXFvauUGexoqS48J/7G82uGWWpmqt8n5GXhSIjLPaXbPaY79vvf7y0RENG1i3A46ICKisblCBR64SyQ9zuod+D7NJyUPOa9SoOd3S0MbDhORZcNh96/T2BS8L1+oYLeGiKSf13vLiDcuM5i7PU0vRS7WNQcUX6xfdhe9HPt974B4sVbX9ZnkaaQIOa8hc+EKd+GK2O97B74jIqIJKquEXpDzafG3nu2vlH4q/Mfy8h631HpW5dI5W6vgQbE9/5cftGnPZy3zY5vcj22K/b73h9Dt/qZMVLPCScmobTqMMwuNh+9vEeVLPkTs0slOY/Oimt/SV1IxllUzz1zlnrkq/gGR80SUjTn/1563Xiw9IfzHUvuOW2qp6wiT70/8mFFockF6euNjBXrefDa04TARWeo+yFz//Dq3dV3s9723dOyfH0nHnB/oWWstPST8x/Km2y21t2X2ydPxwqGcqhWxUUGbTGzG3dFg5NOE03nEBUH9fJ+MbHzgO/Za6J4x1mMa7pKRmnTtS+xrnZtwMnt4Eo2a7I4ehZ1hO5GRUdhJtt0JRmF9h+2hG7jKzKbRegFreLAwf3z62vznu4RE/pfxal4HmQ0TdBM9CjvR5lQ+CpvyvsTZCjmvSvQo7IO2HUpHYeO70iUcLX+8msKkbXMFil7AesMX784f6nYSHmcW5hwf7O6RfsTZLiH/ny/XflvL6FHYh2z7MzMKS0Q3BvTfhEWF813toS8eHK+gd863vyx060Hr/vj7S2u99MrXWZ/zi6dyfvGUtVPFnsDJ/Zac3HuFCvzppTgV+FqX0Es71xiT4ZDzqkSPwk62taZ3FJaI7ssTKljnhTgVrL9LOL1F5Rrth6xbez5Tooc/H7TtTH3483LkYq3iiqH5aaQoG3LegB+rpYUnPd8/3hCLOZHziqTWJIgehR1va0p1FJZU7t6RosgqqG9l2vM3lR/Qt/eJnH/855x//GfrXplbjYQvHMYf+nV3HQ19YR6vZiD2ht8Y7flxDwiNh0Ofx2k8hLt0ni2fk55zkubr2Bi6Fau1Q03Oj80VCnjy6zgFvNp1MvTFvPKZqZ9m9AHvV/U5XTfIeVWiR2En2hyKRmGJ6MbtLF7t6mudl/Pjf8r58T9p3p5P7j6DKYsehZ1keztjo7Dx9XcJp2dKR/+8XjkfPQo71XZEg1FY37GNObPKc2aVy7Xn03Avp9z0XzgkqBqITTU2x+YJ7S3/oMwe6v0dh8ScH76/QbbcCTy8S4an90qcRu3d073CGHt6ljGFGy6WfH2fLtyg9xz/LE7Zz7YIW5DNUD75OnoU1nH9rGtemnp8okdhHV1OlzVBJQpvO+w52x+n+BdbdqiZIDN43Dp1Ts7UOTkvHJc+oNstDhZaNRssvHXAek9uzj25OSUHpJ80fM/XZU8oedLwhgmeT87G+bMMnP5EmKej7arZ6FFYx4ldLouKGAgPmVvykwwP8692BS99Hu+fd63wZrGsPRj6jopBYh0h51WIHoV1dLS4ihIF7NBJq2VRjmVRju2k9HshfM/X8pmK3lz35Ye+8HxxKe7l5guxV1Sry828Ulvoi7h3/vCf/ji0gHV6ZYmSfhbzRGHz7/e6zkj9/Ey3eDOS8QWqTlWB6FFYR0+ba1a6R2HN+cK10POZJ86LOHj6s29CX2m2atZ/wPqTe3N+cm/O/Hg5/5nwN6+aryznhe0oPV3n4pTifEu9xkuvwnvLxG9u/e10r7AUNbzKJLnfkjVmojA54WxXv9TPI/d+y9W8AicFOa9C9Cis41Sr61G55zf/ujX45z/G++fdIHz0s2w4HPqOsjHdsRNDd4mmU11fSf38qwvifabztapg2rbnzavPBv/ff8b7520WLgCW5muh72g+2zJ6+NPRsT3xxXrwE2vRwpyihTm2TzS5WCd5GinikfMG+Vgd+NT62JKcx5bkrPpU+jTSNelZMeS8Iqk0CaJHYR0fNroKkx+F1aFlosDcBSra8/MTt+cjF46PP49TinMtG4UDZn4V/u2PrBOm5UyYlvPMR9JnG77n69M/V5SQJmHLRk/PV3Hb8z2hJbbpWTU7bqKwI/0HXeekfh7u0pluzmzrNJLz5y/HzfnzsTk/ZqLQqjrT9bXUL30tXqkn5ykq4NAp66PlOY+W56w4JX0a4QOWqbj06wk5r0L0KKzj4x2uogSjsOb7xWp57mKcavnX0+fEIUyjrppVEMtnWzaK7XkF284qOOCt0x8L9xzRfKZm9Cis4+Tb8v3z5qVvB6/1xvvnrRM+vVvqPgh9R9GY7mCnNbS5cVVnnP75r4SUePLRtKSELjkfPQrruHjSNSc/lVMMibRzlOS8bnsCa3/hSIqagdiUYzMy5abXI9lVRUT9uxrF7RVG5rzqO4Ence9wTRTOEBq1Nw5WSY3297SsrgltITZ5eV1a1kaE11brPu47b6FQ9q9fazkT26K/1fNKhVCtZy5eoKz97WudK47CPt99/aw9Xa1232G7OIa3oLvLaVfSWrZaheJf39vijl0UG+hp3CQUf8rPFyg5YF5h5ZTwAWN+Onixes1pIiKa5FiWzE1MpY2bWxlK80sNLbFpfut89TMfEBHRVMfLyu7UPecJ4c9yqaFq/0Dsz33719QI245qOR/T91Gt+AqWdp/YZVeZAd6BcLvKCOOj6YKcV8x3tE7sUZ3f3dGiqIKNnV4ZuvDfONDSF/PToSvV6z4jIqIHHUunKjqJopni5eZA1VGJy43v6E7hckPzy4sUHVKBueXLQ19cqplSGzuVzNdaXSO05xcvUNT8Ni14UmhCti2JPeDZ6iXvhb6yPDlf2/tS+N63iaOw5d09bfY0bCATa9Zjwov4J0fV+xKT6H3v/67mT6Evy8tnafSkpjlizv9GIuf956ufDuX8NMcrCnN+vpjzv2k5F7sSwt+z9lnxY8CiBVqtgiicLjzpt+9VSa1l6dn+So0w9+n5SHMrud+SE75zG7VtbIupwNeqN54NfRX/3m/phZxXzPfhanEUdlH3qdbMRATlLpgnfGRsW709poL1V68WFuJZ5ml3Z2sd2vOZ4ju6PupivV1Rez5vRqVwY26pi/Xg5eq14Yv1NB1PI0VMct4YH6tzp4rtt4MtsakXuFpdF5pHNsGx9BHdTkIN5LxCyTYJfJ314ijs3O4PG+0pflhMdBq+zj3CaWi5tcac8hdCX1yq+Vep9vzeFera85GR3U0tZ6UiYk2lOLFS4QcEPd3/aGXovrDXdrR8GfPT2+7ql0L9CFMcL1oVHfCxnwvFv7ajql2qPd/+m5proS+XlD+m/oRVy1/wS+HjZNszG2Ne33CXDll+OTfDrdOZ4c+z71RJLYrtaV4p5vyLdZElSmMWzJ4Q+qpt/d6YAl6tXi9M77XMVnYj9rHTxJx/pyW2g34ofEDkvPD0WZPzRL4j68RR2JLuj3co6rcpKhKq5TeuqiMSi2J9R3bUCDOlS7TrZtHavHAsx2nPr3lKXSxHHbBKapWtr1W8cGi9k5nv8MviKOzC7pNvp6MhHSuvSOyfb5Xqn++vfjnUMpjkqErPLlja57xvf5k4Cvts98WTdq0u1tE5L92el8x5zUVdOOqkLhx1Ki8cSVExEKtBbBZWLhM+lfU22jslxqk67ZGYX7ahYtjVRP2dwNX/hkYeqXtFeGk9e1ZbW676wkUNXK1etaRU6DAhW9XCtDR67n4v/CHScDODuXXixPa2xQ9bXznr+0H4ge+Hs9WPRy1sbVulrOyRGfeO686S9PX1RJauOrpqS5Sm/Iy6dcLMmrY1VdbGiz6xEe4bvFj9QtT62i1LlBU/d8Hc8AHt1e6AOHkk4HPvspaLw7pLfq3pdSg6zcuqzw2ITzrgO7fROuM5cTlsjeJQnl33pnBAz2arde2ByF3bb513ri0r2Cwsh7W8uVK7eUMXW3aGRlInOk7YS1TX/MD33tAXE9Oxub9hIOcVu9LiFO4P5+hYrbiCjVnwuLCgpG1dXXXfXfHNddfX12qtbBBX2DyjeN7A1Dq7uELFabM2n+wJz2cduuJsrisQTpIs9iUaTsorqdkq3jf5vdLZtc4z4otw66xzzbwCYbY72V5dqfAaZ15dZ5M6oO/MvurZYq8NPb95tbb7mPW1vBX6/PSQo2djScbe6UV1r4a6/MnzVqW14WjPHfEnd/qcDbYC4STJ8upS7V5E04JyYfyg7emy6nN+sSr6fec2WKeJnelVNXalf/LZdY3hA1qta8/7xErh85+vnm8tFTbAnObY95J2LZ+H614WRkA9b79i3X4tqrl1rXr1U+HbttmWLTCn+ltyzBUVYgU+W7q6zdkv9KL6+k9Xr94qVuC5m1PetFATyHnF+luahU+EjlPrMxcRZP71MrGCnSqt2u78SviT+77qrK7aIFawRZu13DNZ8/Z8plxucYQv1i8rbs9HXazXrh9+sX572MVa6QGTO40U8ch5g3ysHrOgONxx81p1f1SV6N9v/dWb4nLYp1IdkNMIcl6x5JoE11reDq1PHe/40FaiwfmOOI3TPVGn4dxeXyA8HVleLtOnPd9e+nitMzx6euucc80TUe35FcreXHPqmsITK6da15zziR/5fbfOVT8+tfTd0P+mOw4oPKCu8haUhDrUqe2l5dVfDopv6kHfl1ut8+zictgX7Ur3JbbWbRIO6Nm62PrGRz3hTRZvu51vLC/YKiyHtWx6Lj3rKc0rasTGwwelJRud5wZC//GdO1BdInbp0LObM3/nv0fq1og5v3ultfmqL/J59mr1ivJSYaNIsj2/KLrmmCufFgt4pnTFXufXQue+7+tT1Su2iAWct7lS4VqU6JHdjdVfR+X813utz4gHLHta7fx+nSDnFbvUskvsGPx4jeJ+m+l1teLqz10vWt/qiupmueR8a12BcEyy1FYYY4W0pLl1TWJ7fskj1jVno2L5bPXsRyLt+d8r7LeJHNCz8RHrmn1RXbuhjiBhGNbStEbTP0t/S4vYP39yXboa0rFyFzwh9s+//PLw/vkd1rJXxeWwz6VtnFjrnD/fInTOT3VcbCrRcsrU8Jwf0Z5fGZXzVYt0bSGYn4q6cKwcfuFYGXXheErHRYw5wWBQ4UP7d5UJKWxats9ZkWRwRo5CZCqu31BZmJtLRIFAf0dzY2945lzsUwQ67SuFPRGK60/WKpheoP435EybNu3y5csjv3vhhNRjieiuc5U4PzcOy6LN7rqEc6nCx5ng+Gib9Ee7wKfWXx30kMxjrlY/Fvp8OK/7yxWq03Dq4yp/4Zbz8YdrJFd5iyzNMTd5/WGvdcprHqLQ5sPhZa++1rkFwkBsQsN+UYW/XIr9nu+wvWCHwnscTnIMWy8bcL5QVXNd7hcs62LuNTt43Fq+1yNxNCK6WD1VHHCVNGVB97u1ci/r/f8idzbSzlff85zck05/trunaeST3jpgndHgIQrtYDB8mHbAWWKtkfhLRx+zwduTbMeNf+SbzfdRbcFOhXe1meiQWC97sXr6621ERKXdl+yJ3zVDJ6yL93viHk1C+AwtaxXcuXaaxHSyadOmEZFELqUAOS/x9+z7NPaRvqORMc5EHnQMWy97pdrSIPfmmjy/u231yCo3dNJaecAjcTQiuuu02eQvNzT5JW9bmdyba4rq+wr6ztQWiAtVpS3vCO6eO+w7t/ZZp2zyEBFNd1w/M3Imx5naHNkD2o7/hyvpaZW3JV4s3/uRMc5EHnIkWC876Px1Zc2fZB9556i1xOGRPlr41+P7WY33w6fjvog/VXP3KsH56p88myDnP2seWRX9B6zTfuMhIprmuHxyePe93zk/Qc5bGt3uFcmOpn8TO++UiP7mXC2uVon3pAs3udc/rMFvBU5bf/2ehyi0CeHI5lZ/W4648lWSremYSz6hfl4R+z3kfFK/IUc656/HLoch34erC5rlszVsskPBetnwAS0bpG40e6fTumiPJ97RvtqeI658lWRr/aNLPsjNP0twfiNp2Z6XEW7qSxxNlesXJA5+dH2BQ/nFOnqh6uXqItmL9UPzu9teHpmQg59EXawjR0vhNKKMT2IJTrbl/LeSFc4gH6vDH6jjmDyve2+iD9qzFsd+Dzmf1G/Ikc75P3bGebjqJoGvMzIymsjwBoNcQyLxadCk572tslPEVPfbkO9sbcGSdrlHvNAR3D18x6pb+63/Krbn//z58Pa83/n41BrZzhtL0xX3qmQj4q/K70o46Hxmcc01IpriOHMwzmCqu3qCXe5N/fCS7iObRr6pb39knbfDQ5JHDj+pzDHXeY/8Ku6L+BPlPb/h3pXYjpco5zbmiCuiJNmOBFwjNiST69JJ9jSiSXW+Ed11rliZIOfL3nBviMn5r/fmiCtfJdm2d7lGLK4aOmV95h0h5480Df9YfbX60S0Jcn7/qgQ5b/1l7PeQ80n9hhzpnL/4WewjfUcig6aJTHQMWy/7V+e/vVgj31vwULX39+XD3tFDXdYnXR6Jo0kKP4WSBxMR0SS1y29vOWc/kiiWr45sgd/aF9WeH9Fvk/iANGOb97zSGfkjeSUy1Hf45YIWxf3zCtbLhg9oqZO60exgp7Ws1SN9tP7qh1+V7Z9f2N2+Ti4l8sYnOLmIdOe8b39klVQisqf0v+Pk/EoFOa+kPS8cZ4LjSFOc9vzwnB/xmK/35tTJXjhaYi4cIzyaUs7/KOEjRFEbH/gPrSw7pOiXYvO6sLa+eEBIdH9v48peqd8qro+9kGTZncDH2Pe2UsvumlPfSf7Y8kqrW88B9mECfxWq+uSxabn9wzj7F9cobt/NDFuzy6W0n+XW6eMKR2G1FTh9VmHKx8q1v9tOccdiJ9nWbXCpu6P4DFfXVnpjU5vkAaes8r6rcHGtKrNdF9+n1c+1SeZnMiOm+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/>
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG5wcmludChzYmNsX2NvbmZfcGxvdHNbWzFdXSlcbmBgYFxuYGBgIn0= -->
```r
```r
print(sbcl_conf_plots[[1]])
<!-- rnb-source-end -->
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<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucHJpbnQoc2JjbF9jb25mX3Bsb3RzW1syXV0pXG5cbmBgYFxuYGBgIn0= -->
```r
```r
print(sbcl_conf_plots[[2]])
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/tools/seurat_functions.R")
subclass.markers.opossum.glutamatergic <- readRDS("E:/Transcriptomics_V1/Opossum/seurat/marker_genes/Glutamatergic/markerdict_subclass.rds")$subclass
subclass.markers.opossum.gabaergic <- readRDS("E:/Transcriptomics_V1/Opossum/seurat/marker_genes/GABAergic/markerdict_subclass.rds")$subclass
subclass.markers.opossum.nonneuronal <- readRDS("E:/Transcriptomics_V1/Opossum/seurat/marker_genes/Nonneuronal/markerdict_subclass.rds")$subclass
subclass.markers.mouse.glutamatergic <- readRDS("E:/Transcriptomics_V1/Mouse/seurat/marker_genes/Glutamatergic/P38/markerdict_subclass.rds")$subclass
subclass.markers.mouse.gabaergic <- readRDS("E:/Transcriptomics_V1/Mouse/seurat/marker_genes/GABAergic/P38/markerdict_subclass.rds")$subclass
subclass.markers.mouse.nonneuronal <- readRDS("E:/Transcriptomics_V1/Mouse/seurat/marker_genes/Nonneuronal/P38/markerdict_subclass.rds")$subclass
subclass.markers.opossum <- list(subclass = rbind(subclass.markers.opossum.glutamatergic, subclass.markers.opossum.gabaergic, subclass.markers.opossum.nonneuronal))
subclass.markers.mouse <- list(subclass = rbind(subclass.markers.mouse.glutamatergic, subclass.markers.mouse.gabaergic, subclass.markers.mouse.nonneuronal))
# Opossum
subclasses <- c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L5NP", "L6CT", "L6b")
PlotSubclassGeneCountCDF(subclass.markers.opossum,
rownames(objs[[1]]),
"Opossum",
subclasses, as.character(colors_list[subclasses]))
# Mouse
subclasses <- c("L2/3", "L4", "L5IT", "L6IT", "L5PT", "L5NP", "L6CT", "L6b")
PlotSubclassGeneCountCDF(subclass.markers.mouse,
rownames(objs[[2]]),
"Mouse",
subclasses, as.character(colors_list[subclasses]))
```r
Idents(obj.mouse.IT) <- \subclass\
markers.mouse.IT <- FindAllMarkers(obj.mouse.IT, only.pos = TRUE, logfc.threshold = 0.4)
Idents(obj.opossum.IT) <- \subclass\
markers.opossum.IT <- FindAllMarkers(obj.opossum.IT, only.pos = TRUE, logfc.threshold = 0.4)
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```r
```r
plotGeneFractions(markers.mouse.IT, orthologues)
markers.opossum.IT$cluster <- factor(markers.opossum.IT$cluster, levels = c(\IT_A\, \IT_B\, \IT_C\, \IT_D\, \IT_E\))
plotGeneFractions(markers.opossum.IT, orthologues)
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```r
```r
Idents(obj.mouse.IT) <- \type\
obj.mouse.L23 <- subset(obj.mouse.IT, idents = c(\L2/3_A\, \L2/3_B\, \L2/3_C\))
markers.mouse.L23 <- FindAllMarkers(obj.mouse.L23, only.pos = TRUE, logfc.threshold = 0.4)
markers.mouse.L23$cluster <- factor(markers.mouse.L23$cluster, levels = c(\L2/3_A\, \L2/3_B\, \L2/3_C\))
markers.mouse.L23.sorted <- markers.mouse.L23 %>%
arrange(cluster, desc(avg_log2FC))
gene_list <- markers.mouse.L23.sorted$gene
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<!-- rnb-source-begin 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 -->
```r
```r
# Subset the Seurat object to include only the genes of interest
DefaultAssay(obj.mouse.L23) <- \RNA\
seurat_subset <- subset(obj.mouse.L23, features = gene_list)
data <- GetAssayData(object = seurat_subset, slot = \counts\)
celldata <- as.data.frame(seurat_subset@meta.data)
genedata <- as.data.frame(x = row.names(data), row.names = row.names(data))
colnames(genedata) <- \gene_short_name\
cds <- new_cell_data_set(data, cell_metadata = celldata, gene_metadata = genedata)
cds <- estimate_size_factors(cds)
# Learn the graph and order cells by pseudotime on the subset CDS
cds <- preprocess_cds(cds, method = \PCA\)
cds <- reduce_dimension(cds, reduction_method = \UMAP\)
cds <- cluster_cells(cds)
cds <- learn_graph(cds)
cds <- order_cells(cds)
# Extract the pseudotime information from the subset CDS
pseudotime_data <- pseudotime(cds)
# Create a data frame with pseudotime and cell names
pseudotime_df <- data.frame(cell = colnames(cds), pseudotime = pseudotime_data)
# Order the data frame by pseudotime
pseudotime_df <- pseudotime_df[order(pseudotime_df$pseudotime), ]
# Extract ordered cell names
ordered_cells <- pseudotime_df$cell
# Extract expression matrix for the specified genes
# sampled_cells <- ordered_cells[ordered_cells %in% sample(ordered_cells, 2000, replace = FALSE, prob = NULL)]
expression_matrix <- as.matrix(exprs(cds[gene_list, ordered_cells]))
breaks <- seq(-5, 5, length.out = 101)
colors <- colorRampPalette(c(\blue\, \white\, \red\))(100)
# Generate the heatmap
pheatmap(expression_matrix, cluster_rows = FALSE, cluster_cols = FALSE,
show_rownames = FALSE, show_colnames = FALSE,
scale = \row\,
color = colors,
breaks = breaks,
main = \Gene Expression Heatmap Ordered by Pseudotime\)
```
---
title: "R Notebook"
output: html_notebook
---


```{r}

library(Seurat)
library(SeuratDisk)
library(SeuratWrappers)
library(monocle3)
library(pheatmap)
library(reticulate)
library(scrubletR)
library(ggplot2)
library(patchwork)
library(dplyr)
library(data.table)
library(clustree)
library(reshape2)
library(tidyr)
library(gridExtra)
library(stringr)
library(plyr)
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/tools/seurat_functions.R")
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/tools/seurat_integration_functions.R")
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/xgboost/xgboost_train.R")
source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/xgboost/plottingFxns.R")

obj.opossum <- readRDS("E:/Transcriptomics_V1/Opossum/seurat/opossum_v1_glutamatergic_processed.rds")
obj.mouse.P38 <- readRDS("E:/Transcriptomics_V1/Mouse/seurat/mouse_v1_P38_glutamatergic_processed.rds")

```


```{r}

colors_list <- list(
              # Glutamatergic
              IT = "#FF6C88",
              IT_A = "#FFB3B3",
              `L2/3` = "#FFB3B3",
              IT_B = "#FFA07A",
              L4 = "#FF7F50",
              IT_C = "#FF7F50",
              L5IT = "#FFA07A",
              IT_D = "#FF6347",
              L6IT = "#FF6347",
              L5NP = "#FF4500",
              L5PT = "#32a852", 
              L6CT = "#7de89a",
              L6b = "#206633",
            
              # GABAergic
              Pvalb = "#1E90FF",
              Sst = "#87CEEB",
              Vip = "#87CEFA",
              Lamp5 = "#4682B4",
              Frem1 = "#ADD8E6",
              Stac = "#5F9EA0",
            
              # Non-neuronal
              Astro = "#8C8C8C",
              Micro = "#A0A0A0",
              OD = "#B4B4B4",
              OPC = "#C8C8C8",
              Endo = "#505050",
              VLMC = "#B4B4B4"
)

```


```{r}

Idents(obj.opossum) <- "subclass"
obj.opossum.IT <- subset(obj.opossum, idents = c("IT_A", "IT_B", "IT_C", "IT_D"))

Idents(obj.mouse.P38) <- "subclass"
obj.mouse.IT <- subset(obj.mouse.P38, idents = c("L2/3", "L4", "L5IT", "L6IT"))

```


```{r}

obj.opossum.IT <- ClusterSCT(obj.opossum.IT, resolutions = c(1))
obj.mouse.IT <- ClusterSCT(obj.mouse.IT, resolutions = c(1))

```


```{r}

DimPlot(obj.opossum.IT, reduction = "umap", group.by = "sample", label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.opossum.IT, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.opossum.IT, reduction = "umap", group.by = "type", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
p <- DimPlot(obj.opossum.IT, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
ggsave("E:/Opossum_Paper/Figure 2/Opossum_V1_IT_UMAP_Subclass_FullSpace.png", plot = p, dpi = 300)
ggsave("E:/Opossum_Paper/Figure 2/Opossum_V1_IT_UMAP_Subclass_FullSpace.svg", plot = p, dpi = 300)

DimPlot(obj.mouse.IT, reduction = "umap", group.by = "sample", label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.mouse.IT, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.mouse.IT, reduction = "umap", group.by = "type", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
p <- DimPlot(obj.mouse.IT, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
ggsave("E:/Opossum_Paper/Figure 2/Mouse-P38_V1_IT_UMAP_Subclass_FullSpace.png", plot = p, dpi = 300)
ggsave("E:/Opossum_Paper/Figure 2/Mouse-P38_V1_IT_UMAP_Subclass_FullSpace.svg", plot = p, dpi = 300)

```


```{r}

opossum.vfs <- VariableFeatures(obj.opossum.IT)
mouse.vfs <- VariableFeatures(obj.mouse.IT)

poss.shared.vfs <- intersect(rownames(obj.opossum.IT), mouse.vfs)
shared.vfs <- intersect(opossum.vfs, mouse.vfs)
orthologues <- intersect(rownames(obj.opossum.IT), rownames(obj.mouse.IT))

```


```{r}

# cluster objects in shared VF space
obj.opossum.IT.SVF <- obj.opossum.IT
obj.mouse.IT.SVF <- obj.mouse.IT

obj.opossum.IT.SVF <- SCTransform(obj.opossum.IT.SVF, vst.flavor = "v2", residual.features = shared.vfs, return.only.var.genes = FALSE, verbose = FALSE) %>%
                      RunPCA(npcs = 30, verbose = FALSE) %>%
                      FindNeighbors(reduction = "pca", dims = 1:30, verbose = FALSE) %>%
                      RunUMAP(reduction = "pca", dims = 1:30, verbose = FALSE)

obj.mouse.IT.SVF <- SCTransform(obj.mouse.IT.SVF, vst.flavor = "v2", residual.features = shared.vfs, return.only.var.genes = FALSE, verbose = FALSE) %>%
                    RunPCA(npcs = 30, verbose = FALSE) %>%
                    FindNeighbors(reduction = "pca", dims = 1:30, verbose = FALSE) %>%
                    RunUMAP(reduction = "pca", dims = 1:30, verbose = FALSE)

```


```{r}

DimPlot(obj.opossum.IT.SVF, reduction = "umap", group.by = "sample", label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.opossum.IT.SVF, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.opossum.IT.SVF, reduction = "umap", group.by = "type", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
p <- DimPlot(obj.opossum.IT.SVF, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
ggsave("E:/Opossum_Paper/Figure 2/Opossum_V1_IT_UMAP_Subclass_SharedVFSpace.png", plot = p, dpi = 300)
ggsave("E:/Opossum_Paper/Figure 2/Opossum_V1_IT_UMAP_Subclass_SharedVFSpace.svg", plot = p, dpi = 300)

DimPlot(obj.mouse.IT.SVF, reduction = "umap", group.by = "sample", label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.mouse.IT.SVF, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.mouse.IT.SVF, reduction = "umap", group.by = "type", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
p <- DimPlot(obj.mouse.IT.SVF, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
ggsave("E:/Opossum_Paper/Figure 2/Mouse-P38_V1_IT_UMAP_Subclass_SharedVFSpace.png", plot = p, dpi = 300)
ggsave("E:/Opossum_Paper/Figure 2/Mouse-P38_V1_IT_UMAP_Subclass_SharedVFSpace.svg", plot = p, dpi = 300)

```


```{r}

# cluster objects in shared VF space
obj.opossum.IT.PVF <- obj.opossum.IT
obj.mouse.IT.PVF <- obj.mouse.IT

obj.opossum.IT.PVF <- SCTransform(obj.opossum.IT.SVF, vst.flavor = "v2", residual.features = poss.shared.vfs, return.only.var.genes = FALSE, verbose = FALSE) %>%
                      RunPCA(npcs = 30, verbose = FALSE) %>%
                      FindNeighbors(reduction = "pca", dims = 1:30, verbose = FALSE) %>%
                      RunUMAP(reduction = "pca", dims = 1:30, verbose = FALSE)

obj.mouse.IT.PVF <- SCTransform(obj.mouse.IT.SVF, vst.flavor = "v2", residual.features = poss.shared.vfs, return.only.var.genes = FALSE, verbose = FALSE) %>%
                    RunPCA(npcs = 30, verbose = FALSE) %>%
                    FindNeighbors(reduction = "pca", dims = 1:30, verbose = FALSE) %>%
                    RunUMAP(reduction = "pca", dims = 1:30, verbose = FALSE)

```


```{r}

DimPlot(obj.opossum.IT.PVF, reduction = "umap", group.by = "sample", label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.opossum.IT.PVF, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.opossum.IT.PVF, reduction = "umap", group.by = "type", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
p <- DimPlot(obj.opossum.IT.PVF, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
ggsave("E:/Opossum_Paper/Figure 2/Opossum_V1_IT_UMAP_Subclass_PossSharedVFSpace.png", plot = p, dpi = 300)
ggsave("E:/Opossum_Paper/Figure 2/Opossum_V1_IT_UMAP_Subclass_PossSharedVFSpace.svg", plot = p, dpi = 300)

DimPlot(obj.mouse.IT.PVF, reduction = "umap", group.by = "sample", label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.mouse.IT.PVF, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
DimPlot(obj.mouse.IT.PVF, reduction = "umap", group.by = "type", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
p <- DimPlot(obj.mouse.IT.PVF, reduction = "umap", group.by = "subclass", label = TRUE, raster = FALSE, shuffle = TRUE) + NoLegend() + xlim(-18, 18) + ylim(-18, 18) + coord_equal()
ggsave("E:/Opossum_Paper/Figure 2/Mouse-P38_V1_IT_UMAP_Subclass_PossSharedVFSpace.png", plot = p, dpi = 300)
ggsave("E:/Opossum_Paper/Figure 2/Mouse-P38_V1_IT_UMAP_Subclass_PossSharedVFSpace.svg", plot = p, dpi = 300)

```


```{r}

source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/tools/seurat_integration_functions.R")

obj.mouse.IT$species <- "Mouse"
objs <- list(obj.opossum.IT, obj.mouse.IT)
obj.integrated <- IntegrateObjects(objs[[1]], objs[[2]], resolutions = c(1, 2), nfeatures = 5000, subsample = TRUE)
objs.i <- SplitObject(obj.integrated, split.by = "species")
objs.m <- MapObjects(objs.i[[1]], objs.i[[2]], c("subclass", "type"), assay = "integrated")

```


```{r}

subclasses <- c("IT_A", "IT_C", "IT_B", "IT_D", "IT_E", "L2/3", "L4", "L5IT", "L6IT", "L5NP", "L5PT", "L6CT", "L6b")
PlotIntegration(obj.integrated, "species", c("integrated_snn_res.1", "integrated_snn_res.2"), subclasses)

```


```{r}

DimPlot(obj.integrated, reduction = "umap", group.by = "species", cols = c("#aaaaaa", "#c692b8"), label = FALSE, raster = FALSE, shuffle = TRUE) + xlim(-16, 12) + ylim(-16, 12) + coord_equal()
Idents(obj.integrated) <- "subclass"
subclasses <- c("IT_A", "IT_C", "IT_B", "IT_D", "IT_E", "L2/3", "L4", "L5IT", "L6IT", "L5NP", "L5PT", "L6CT", "L6b")
levels(obj.integrated) <- subclasses
DimPlot(obj.integrated, reduction = "umap", split.by = "species", cols = colors_list[subclasses], label = TRUE, raster = FALSE) + NoLegend() + xlim(-16, 12) + ylim(-16, 12) + coord_equal()
DimPlot(obj.integrated, reduction = "umap", split.by = "species", group.by = "sample", raster = FALSE) + NoLegend() + xlim(-16, 12) + ylim(-16, 12) + coord_equal()
FeaturePlot(obj.integrated, "nCount_RNA", reduction = "umap", split.by = "species") + NoLegend() + xlim(-16, 12) + ylim(-16, 12) + coord_equal()

```


```{r}

PlotMapping(objs.m, ident.order = c("IT_A", "IT_C", "IT_B", "IT_D", "IT_E", "L2/3", "L4", "L5IT", "L6IT", "L5NP", "L5PT", "L6CT", "L6b"))

```


```{r, fig.width=15, fig.height=6}

sbcl_conf_plots <- PlotSubclassCrossConfusionMatrices(objs.i[[1]], objs.i[[2]], 
                                                      "Opossum", "Mouse", 
                                                      assay = "integrated",
                                                      c("IT_A", "IT_B", "IT_C", "IT_D", "IT_E", "L2/3", "L4", "L5IT", "L6IT"), n_iters = 5, all.genes = FALSE, upsample = TRUE)

```


```{r}

print(sbcl_conf_plots[[1]])
print(sbcl_conf_plots[[2]])

```


```{r}

source("C:/Ryan/GitHub/trachtenberg-lab/transcriptomics/tools/seurat_functions.R")

subclass.markers.opossum.glutamatergic <- readRDS("E:/Transcriptomics_V1/Opossum/seurat/marker_genes/Glutamatergic/markerdict_subclass.rds")$subclass
subclass.markers.opossum.gabaergic <- readRDS("E:/Transcriptomics_V1/Opossum/seurat/marker_genes/GABAergic/markerdict_subclass.rds")$subclass
subclass.markers.opossum.nonneuronal <- readRDS("E:/Transcriptomics_V1/Opossum/seurat/marker_genes/Nonneuronal/markerdict_subclass.rds")$subclass
subclass.markers.mouse.glutamatergic <- readRDS("E:/Transcriptomics_V1/Mouse/seurat/marker_genes/Glutamatergic/P38/markerdict_subclass.rds")$subclass
subclass.markers.mouse.gabaergic <- readRDS("E:/Transcriptomics_V1/Mouse/seurat/marker_genes/GABAergic/P38/markerdict_subclass.rds")$subclass
subclass.markers.mouse.nonneuronal <- readRDS("E:/Transcriptomics_V1/Mouse/seurat/marker_genes/Nonneuronal/P38/markerdict_subclass.rds")$subclass

subclass.markers.opossum <- list(subclass = rbind(subclass.markers.opossum.glutamatergic, subclass.markers.opossum.gabaergic, subclass.markers.opossum.nonneuronal))
subclass.markers.mouse <- list(subclass = rbind(subclass.markers.mouse.glutamatergic, subclass.markers.mouse.gabaergic, subclass.markers.mouse.nonneuronal))

# Opossum
subclasses <- c("IT_A", "IT_B", "IT_C", "IT_D", "L5PT", "L5NP", "L6CT", "L6b")

PlotSubclassGeneCountCDF(subclass.markers.opossum, 
                         rownames(objs[[1]]), 
                         "Opossum", 
                         subclasses, as.character(colors_list[subclasses]))

# Mouse
subclasses <- c("L2/3", "L4", "L5IT", "L6IT", "L5PT", "L5NP", "L6CT", "L6b")

PlotSubclassGeneCountCDF(subclass.markers.mouse, 
                         rownames(objs[[2]]), 
                         "Mouse", 
                         subclasses, as.character(colors_list[subclasses]))

```


```{r}

Idents(obj.mouse.IT) <- "subclass"
markers.mouse.IT <- FindAllMarkers(obj.mouse.IT, only.pos = TRUE, logfc.threshold = 0.4)
Idents(obj.opossum.IT) <- "subclass"
markers.opossum.IT <- FindAllMarkers(obj.opossum.IT, only.pos = TRUE, logfc.threshold = 0.4)

```


```{r}

plotGeneFractions(markers.mouse.IT, orthologues)
markers.opossum.IT$cluster <- factor(markers.opossum.IT$cluster, levels = c("IT_A", "IT_B", "IT_C", "IT_D", "IT_E"))
plotGeneFractions(markers.opossum.IT, orthologues)

```


```{r}

Idents(obj.mouse.IT) <- "type"
obj.mouse.L23 <- subset(obj.mouse.IT, idents = c("L2/3_A", "L2/3_B", "L2/3_C"))
markers.mouse.L23 <- FindAllMarkers(obj.mouse.L23, only.pos = TRUE, logfc.threshold = 0.4)
markers.mouse.L23$cluster <- factor(markers.mouse.L23$cluster, levels = c("L2/3_A", "L2/3_B", "L2/3_C"))
markers.mouse.L23.sorted <- markers.mouse.L23 %>%
                             arrange(cluster, desc(avg_log2FC))
gene_list <- markers.mouse.L23.sorted$gene

```


```{r}

# Subset the Seurat object to include only the genes of interest
DefaultAssay(obj.mouse.L23) <- "RNA"
seurat_subset <- subset(obj.mouse.L23, features = gene_list)

data <- GetAssayData(object = seurat_subset, slot = "counts")
celldata <- as.data.frame(seurat_subset@meta.data)
genedata <- as.data.frame(x = row.names(data), row.names = row.names(data))
colnames(genedata) <- "gene_short_name"
cds <- new_cell_data_set(data, cell_metadata = celldata, gene_metadata = genedata)
cds <- estimate_size_factors(cds)

# Learn the graph and order cells by pseudotime on the subset CDS
cds <- preprocess_cds(cds, method = "PCA")
cds <- reduce_dimension(cds, reduction_method = "UMAP")
cds <- cluster_cells(cds)
cds <- learn_graph(cds)
cds <- order_cells(cds)

# Extract the pseudotime information from the subset CDS
pseudotime_data <- pseudotime(cds)

# Create a data frame with pseudotime and cell names
pseudotime_df <- data.frame(cell = colnames(cds), pseudotime = pseudotime_data)
# Order the data frame by pseudotime
pseudotime_df <- pseudotime_df[order(pseudotime_df$pseudotime), ]
# Extract ordered cell names
ordered_cells <- pseudotime_df$cell

# Extract expression matrix for the specified genes
# sampled_cells <- ordered_cells[ordered_cells %in% sample(ordered_cells, 2000, replace = FALSE, prob = NULL)]
expression_matrix <- as.matrix(exprs(cds[gene_list, ordered_cells]))

breaks <- seq(-5, 5, length.out = 101)
colors <- colorRampPalette(c("blue", "white", "red"))(100)

# Generate the heatmap
pheatmap(expression_matrix, cluster_rows = FALSE, cluster_cols = FALSE,
         show_rownames = FALSE, show_colnames = FALSE,
         scale = "row", 
         color = colors,
         breaks = breaks,
         main = "Gene Expression Heatmap Ordered by Pseudotime")

```

